{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## There will be three (or four) kwargs:\n",
    "\n",
    "- `hline=` ... specify one or a list of prices to generate a ***horizontal line*** at that price level\n",
    "- `vline=` ... specify one or a list of dates/datetimes to generate a ***vertical line*** at that point in time\n",
    "- `aline=` ... specify one or more ***arbitrary line*** as\n",
    "  - list of two or more ***x,y values*** (multiple lines are contiguous)\n",
    "    - examples:\n",
    " `[(dateA,priceA),(dateB,priceB)]`\n",
    " `[(dateA,priceA),(dateB,priceB),(dateC,priceC),(dateD,priceD),...]`\n",
    "  - list of one or more ***x,y value pairs*** (multiple lines need not be contiguous)\n",
    "where a ***single x,y pair*** is like `((dateA,priceA),(dateB,priceB))`\n",
    "    - examples: \n",
    "`aline=((dateA,priceA),(dateB,priceB))`\n",
    "`aline=[((dateA,priceA),(dateB,priceB)),((dateC,priceC),(dateD,priceD)),...]`\n",
    "\n",
    "- `tline=` ... ***trend line*** (still deciding whether to implement this).\n",
    "  - specify two (or more) dates or datetimes:  mplfinance will ***automatically draw trend lines between the dates***.  An additional kwarg `tline_value` or something like that may specify which algorithm to use for calculating the trend line between any two dates.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Test Plan\n",
    "\n",
    "- Test each kwarg (`hline`, `vline`, `aline`, `tline`) on\n",
    "  - one month daily data\n",
    "  - a year or more of daily data\n",
    "  - a day or more of intraday data\n",
    "  \n",
    "- For each kwarg test:\n",
    "  - one line\n",
    "  - two or more lines\n",
    "\n",
    "- For all of the above test EVERY plot type (`ohlc`,`candle`,`line`,`renko`,`pnf`)\n",
    "\n",
    "- For `aline` test BOTH ways of specifying lines\n",
    "\n",
    "- For `vline` and `tline` test multiple ways of specifying dates\n",
    "\n",
    "- Test all of the above both WITH and WITHOUT `make_addplot()` data\n",
    "\n",
    "- For `tline` test with various `tline_value` settings.\n",
    "  \n",
    "---\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 5)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-01</th>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.95</td>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.91</td>\n",
       "      <td>510301237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-04</th>\n",
       "      <td>3078.96</td>\n",
       "      <td>3085.20</td>\n",
       "      <td>3074.87</td>\n",
       "      <td>3078.27</td>\n",
       "      <td>524848878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-01  3050.72  3066.95  3050.72  3066.91  510301237\n",
       "2019-11-04  3078.96  3085.20  3074.87  3078.27  524848878"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-27</th>\n",
       "      <td>3145.49</td>\n",
       "      <td>3154.26</td>\n",
       "      <td>3143.41</td>\n",
       "      <td>3153.63</td>\n",
       "      <td>421853938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-29</th>\n",
       "      <td>3147.18</td>\n",
       "      <td>3150.30</td>\n",
       "      <td>3139.34</td>\n",
       "      <td>3140.98</td>\n",
       "      <td>286602291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-27  3145.49  3154.26  3143.41  3153.63  421853938\n",
       "2019-11-29  3147.18  3150.30  3139.34  3140.98  286602291"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(2)\n",
    "daily.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.4a0'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## hline TESTS:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAEOCAYAAABCYUbWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3de1hVdb7H8ffe4AYFFdQg42KomVqjp9KSTD3pNGyNybHbACnKyeeMNnYaH29FhxyP1Wls1MaUc+p0ZiQvNVNoNxHy5Dx1phIveTlOMSYiqZQXwETkvtf5Yw+7UEQg9mVtPq/n6QnW2ov1W99n8eHnb/3WWhbDMAxERMQUrN5ugIiItJ5CW0TERBTaIiImotAWETGRQG83wJ26du1KbW0t3bt393ZTRERapaKiApvNRlVVVbPr/Tq0a2trcTgcOBzunyBjsVjQRBzVAVSDRqqDU1vr4HA4qK2tvex6vw7t7t2743AY7P282O37iooI5cSp827fj69THVSDRqqDU1vrcNPQflitlsuu15i2iIiJKLRFRExEoS0iYiIKbRERE1Foi4iYiEJbRMREFNoiIiai0BYRMRG/vrlGRKQ5A2PCm11++Fi5h1vSduppi4iYiHraItJpmaFnfTH1tEVETEShLSJiIgptERETUWiLiJiIQltExEQU2iIirTAwJvyy87s9SaEtImIiCm0RERNRaIuImIhCW0TERHQbu4hIM3zhomNz1NMWETER9bRFRJpx8cOkfKXnrdAWEb/nK4HbETQ8IiJiIuppi4jf89WhjvZQT1tExEQU2iIiJqLhERHpdMz4mrFG6mmLiKn5ytP3PEWhLSJiIh4N7by8PCZPnozdbic5OZlDhw4BUFpaSlpaGnfddVez2zkcDh544AEef/xx17KCggKSkpJISEggKSmJgoICjxyDiIg3eSy0S0pKWLx4MZmZmeTm5mK320lPT+fs2bM89NBDDBo06LLbvvbaa5SWljZZNnfuXGbOnEleXh4zZsxgwYIF7j4EERHXcIy3hmU8FtqBgYEsX76cqKgoAOLj4ykqKsJisZCZmcn48eOb3e7UqVOsW7eO6dOnu5b97W9/o6Kigh//+McA2O12SktLKSwsdP+BiIhP8naYeorHZo9EREQQEREBQH19PZs3b2bChAn07NmTnj17cvr06Wa3e/bZZ5kzZw61tbWuZUePHiU6OrrJ52JiYjhy5AgDBgxw30GISKfn7ZknHp/yl5WVRWZmJrGxsaxZs6bFz3700UecO3eOxMRENm3a5FpeVVVFUFBQk88GBQVx4cKFS36GxWIhKiK0YxrfAltggEf24+tUB9WgkafrUFVT55H9tPWY2loHq9XS4nqPh/b06dNJTU1ly5YtJCUlkZOTQ3Bw8CWfq66uZtmyZc0Ge7du3aipqbnk8yEhIZd81jAMTpw633EHcBlREaEe2Y+vUx1Ug0aeroO799XYw27rftpaB4fDaDG4PRbahYWFnDx5kttvvx2LxUJiYiJLly6lqKiIIUOGXPL5gwcP8s0335CSkgI4Q7muro6ysjIWLlzI0aNHcTgcWK1W6uvrOXr0qIZGRMTveSy0G8M2OzubyMhI9uzZQ11dHTExMc1+fsSIEezevdv1/aZNm9i5cyfPPfccAFdddRXvvfce99xzD2+99RbR0dHExcV55FhERLzFY6E9cuRIZs2aRVpaGg6HA5vNxsqVK9m5cyfLli2jurqaM2fOYLfbiYyMJCsrq8Wf99vf/paMjAxWr15N7969ef755z10JCIi3mMxDMPwdiPcJSwsDIfDYO/nxW7fl8YxnVQH1aCRp+rQOL3P27M6LqetdbhpaD+sVgtnz55tdr1uYxcRMRGFtoiIiejRrCJiKv58t2NrqKctImIi6mmLiKn40/se20OhLSI+4XLh66uzQrxFwyMiIiainraI+BT1rFumnraIiIkotEVETEShLSJiIhrTFhFT62xj4Oppi4iYiEJbRMREFNoiIiai0BYRMRFdiBQxieZu8+5sF+FEPW0RU+tsD0sS9bRFTKOzP91OnNTTFhExEYW2iIiJKLRFRExEoS0iYiIKbRERE1Foi/iAgTHhmg0iraLQFhExEYW2iIiJ6OYaER9y8RCJblOXi3m0p52Xl8fkyZOx2+0kJydz6NAhAEpLS0lLS+Ouu+5q8vnz588zf/587HY7CQkJ/O53v3OtKykpIS0tjYSEBKZMmcKOHTs8eSgiIl7hsZ52SUkJixcvJjs7m6ioKLKyskhPT+eVV17hoYceYty4cRw/frzJNitWrKBLly7k5ORw4cIFfvaznzFixAhGjx5NRkYG48aNY8aMGRw4cIDZs2fzwQcfEBwc7KlDEulw6lnLlXispx0YGMjy5cuJiooCID4+nqKiIiwWC5mZmYwfP/6Sbe666y7+5V/+BavVSmhoKIMHD+bLL7+koqKC/Px8HnzwQQCGDRtG3759yc/P99ThiFxW16AurtkgnpgV4sl9ifd5LLQjIiIYPXo0APX19WzevJkJEybQs2dP+vfv3+w28fHx9O3bF3AOlezdu5fhw4dTXFxMeHg43bp1c302NjaWoqIi9x+ISAsUmuJuHr8QmZWVRWZmJrGxsaxZs6ZV29TW1jJv3jzGjx/PTTfdxO7duwkKCmrymaCgIC5cuHDJthaLhaiI0A5pe0tsgQEe2Y+vUx2cqmrq2rVde2rX3n25W3vPBX87f9paB6vV0uJ6j4f29OnTSU1NZcuWLSQlJZGTk9PiOHRlZSWPPvookZGRLFmyBICuXbtSU1PT5HPV1dVNet6NDMPgxKnzHXsQzYiKCPXIfnyd6uDU3hq0ZztfrXd7zwVfPZ72amsdHA6jxeD22PBIYWEhn3zyCeDs/SYmJlJZWdnikEZ9fT1z5sxh4MCB/Pu//ztWq7O5/fr1o7y8nHPnzrk+e/jwYQYOHOjegxAxOY17m5/HQrusrIyFCxdy8uRJAPbs2UNdXR0xMTGX3WbdunWEhISQnp7eZHloaCijR49mw4YNAHz66aeUl5dz6623uu8ARDqQLh5Ke3lseGTkyJHMmjWLtLQ0HA4HNpuNlStXsnPnTpYtW0Z1dTVnzpzBbrcTGRlJVlYWr7/+OlVVVdjtdtfPsdvt/OpXv2LJkiUsWrSITZs2ERoayqpVq7DZbJ46HBH5gfTHqn08OqY9depUpk6desny5qb7gfNmnMu5+uqrycrK6rC2iXiSXh3WPM1TvzLdxi4iXqGAbh89MEpExEQU2iIiJqLhERE/prFy/6OetoiIiainLeLHNEvF/yi0RUxKsy86Jw2PiEiHGxgTTtegLt5uhl+yGIZheLsR7hIWFobDYbD38+I2bTdh9cduapGIdCYfzBnd5gdG3TS0H1arhbNnzza7Xj1tERET0Zh2Mz6YM7rN2+iRpE6dvQ6NF/p8dbzZXe273AVOX62DmSm0ReQHu9wsFb1dvuO1KbQdDgd//vOfKSws5Cc/+Qm9evXi3LlzREdHu6t9IiLyPa0O7a+//pqpU6dSUlICwNChQzlz5gy/+MUv+MMf/sCwYcPc1kgR8Z4fMqSinnXHa/WFyPT0dKqrq3nkkUdonHDS+HLd559/3m0NFBGR77Q6tPfu3cvDDz9McnKya9mAAQNITU3liy++cEvjRMQ9Wnpzjt6q49taPTwSHh5OSUkJFovzhZON/z948CAhISHuaZ2Ij1Ooiae1OrTj4+PZsGEDO3fuxGKx8MILL/DUU09RUlLC/fff7842ikgHa2msWc8r8W2tDu1Fixbx1VdfsXv3bgD+7//+D4ARI0awcOFC97ROxMcp4MTTWh3aPXv2ZP369RQUFHDkyBGCg4OJi4sjLi7One0TEZHvadNt7Hv27KGgoIBJkyYxfvx4tm7dSn5+vrvaJiIiF2l1aG/fvp3p06c3Cem//OUvpKWlsX37drc0TkREmmp1aK9evZqrr76aBx54wLXsscceIzo6mjVr1rilcSIi0lSrQ/vIkSNMmzaNm2++2bXstttuIyUlhSNHjrilcSJmc/hYOVU1dd5uhvixVod2WFgYH330EVVVVa5lFRUVfPDBB4SGhrqlcSLiO3TTjW9o9eyRpKQkXnjhBUaNGsU111yDw+GgpKSE+vp6fvGLX7izjSIi8netDu1//ud/pqKigvXr11NUVOTcODCQlJQUHn30Ubc1UER8gx7+5BtaHdpWq5UFCxbw2GOPUVxcTENDAzExMbqFXTzO1180IOJOLYb2rl27iIuLo0+fPuzateuS9Z9//rnr65EjR15xZ3l5eWRmZlJTU0N4eDhLlixh0KBBlJaWMn/+fI4fP862bdtcn6+trWXJkiXs3r2bgIAAkpKSSE1NBaCkpIQnn3ySkpISunXrxqJFixg1alSrD1xExIxaDO3U1FSefvpp7rvvPqZNm+Z6SNTFLBZLkwBvTklJCYsXLyY7O5uoqCiysrJIT0/nlVde4aGHHmLcuHEcP368yTZr167l22+/ZevWrXz77bfcd9993HTTTfzoRz8iIyODcePGMWPGDA4cOMDs2bP54IMPCA4ObmMJRETMo8XQHjFiBH369AFa15NucUeBgSxfvpyoqCjA+QCqVatWYbFYyMzM5PTp05fcpJObm8uvfvUrrFYr4eHh2O12cnNzufbaa8nPz+fFF18EYNiwYfTt25f8/HzGjRv3g9opIuLLWgztdevWNft1e0RERBAREQFAfX09mzdvZsKECfTs2ZOePXty+vTpS7YpKioiNjbW9X1sbCwffvghxcXFrhcwfH9dUVGRQltE/FqrL0TedNNNzJ8/n4ceeugH7TArK4vMzExiY2OveCdldXU1QUFBru+Dg4Opqqq6ZDlAUFAQFy5cuORnWCwWoiLcP4/cFhjgkf34Ok/WwVfrbYZzoT3t89Q2/qat54PV2vwwdKNWh/aYMWPIz88nJSXlsmPbrTF9+nRSU1PZsmULSUlJ5OTkXHYcumvXrtTU1Li+r6qqolu3bpcsB2fAf7/n3cgwDE6cOt/u9rZWVESoR/bj6zxZB1+ttxnOhfa0ry3bHD5Wboo6eEJb6+BwGC0Gd6tDu3fv3uTm5jJ27FgGDRpE165dXessFotrfPlyCgsLOXnyJLfffjsWi4XExESWLl1KUVERQ4YMaXab/v37c+TIEa699loADh8+zMCBA+nXrx/l5eWcO3eOHj16uNbdd999rT0cERFTanVov/baa66vLx5/bk3Pu6ysjIULF5KdnU1kZCR79uyhrq6OmJiYy24zceJENm7cyLhx4ygtLSUvL49XXnmF0NBQRo8ezYYNG5g9ezaffvop5eXl3Hrrra09HJEr0nxw8UWtDu1nn332Bw2LjBw5klmzZpGWlobD4cBms7Fy5Up27tzJsmXLqK6u5syZM9jtdiIjI8nKyiI1NZUjR45gt9sJCAhgzpw5DB48GIAlS5awaNEiNm3aRGhoKKtWrcJms7W7fdKUvwWWvx2PdF6tDu3ExETq6+ubHTduralTpzJ16tRLlo8fP77Zz3fp0oVnnnmm2XVXX301WVlZ7W6LSGtd/HAkBb940xWf8ldZWcncuXO5+eabGTFiBDNmzKCkpMQTbRMRkYtcMbQzMzPZunUrDQ0NWK1WduzYwfz58z3RNhGfcPhYeZP/RLzpiqH97rvvMnz4cHbs2MG+fftITU1l7969FBYWeqJ9IiLyPVcM7TNnzvDTn/6Unj17EhgYyLRp0zAMg1OnTnmifSIi8j1XvBDpcDia3PzSOD+7oaHBfa0ScRNdVGw71ci3tGr2SE1NDefPO+/oafx/dXW162tArxwTEfGAVoX2008/zdNPP+363mKxNHlbTWsezSqdQ9egLpcs86Wemi+1RaQ9WhXahmH8oPXSOehlryLud8XQLigo8EQ7xI94qjer8WnpjK44e0RERHxHq29jF/E1Hd2z7gzDO/rXiPmppy0iYiLqaYv83cW90M7Q8xbzUWiLz1N4inxHwyMiIiainrb4PA1biHxHPW3xqoEx4QphkTZQaIuImIiGRwTw/pCD7m4UaR31tEVETEQ9bQG8f7FPPWuR1lFoS4s0bCHiWzQ84iWaNSEi7aGetrTIF3vWrWmT/iCKv1JP20TUOxcR9bTFL3n7wqqIuyi0RS7DF4eGRDQ8IiJiIh4N7by8PCZPnozdbic5OZlDhw4BsHbtWiZOnEhCQgJPPvkktbW1AJw+fZrZs2eTkJDApEmTePnll10/q6CggKSkJBISEkhKStK7LEWkU/BYaJeUlLB48WIyMzPJzc3FbreTnp7Ovn37ePXVV/njH//I1q1bKS0tZf369QA899xzxMXFkZeXx5/+9Ceys7P55JNPAJg7dy4zZ84kLy+PGTNmsGDBAk8disc0Xnj01QuQvt4+EX/ksdAODAxk+fLlREVFARAfH09RURG5ublMmjSJHj16YLVaSU5OZuvWrQAcOnSI+Ph4AEJDQ7nxxhs5dOgQf/vb36ioqODHP/4xAHa7ndLSUgoLCz11ONJOCnqRH8ZjoR0REcHo0aMBqK+vZ/PmzUyYMIGjR48SGxvr+lxMTAxHjhwBnMGem5tLfX09J0+eZP/+/YwaNYqjR48SHR3d5Od/fzt/cfhYeZP/fI2vt0/EH3l89khWVhaZmZnExsayZs0aFixYgM1mc60PDg6mqqoKgEcffZSUlBRGjRrFhQsX+Kd/+icGDx5MQUEBQUFBTX5uUFAQFy5cuGR/FouFqIhQ9x4UYAsMaNd+PLVNW1XV1LV725bad/HP7RrU5YrbdCRfPhf8jerg1NY6WK2WFtd7PLSnT59OamoqW7ZsISkpiX79+rkuPAJUVVXRrVs3AJ544gkSEhL45S9/ybfffsvMmTPJycmhW7du1NTUNPm51dXVhISEXLI/wzA4ceq8ew8KZxi0tJ/LDQW0p22eOJ4fwpePyRfOhc5CdXBqax0cDqPF4PbY8EhhYaHrIqLFYiExMZHKykosFkuTYY3Dhw8zcOBAAD7++GMSExOxWCyEhYUxevRodu3aRf/+/Tl69CgOhwNwDrccPXqUAQMGeOpwOozGeD1DQzjiLzwW2mVlZSxcuJCTJ08CsGfPHurq6pg9e7Zr1kh9fT0bN27k7rvvBiAuLo4///nPgLMnnZ+fz3XXXcfAgQO56qqreO+99wB46623iI6OJi4uzlOH02beGv/VHwMR/+Kx4ZGRI0cya9Ys0tLScDgc2Gw2Vq5cyciRI3n44YdJSUnBMAxuv/12kpOTAeeUv6VLl/L6669jGAZjxozhwQcfBOC3v/0tGRkZrF69mt69e/P888976lA6lHp/ItIWFsMwDG83wl3CwsJwOAz2fl7s9n21ddyqsffbltD+IdtczB1/LDx1TL5OY7lOqoNTW+tw09B+WK0Wzp492+x63cYuImIiemBUJ+FPPVmRzkyh7WfMdtFRf0xE2kahbUJ6b6NI56XQ9hJ3Ba0e/i/i3xTaJqSetUjnpdkj0mEOHyv/Qc8sEZErU2iLiJiIQltExEQ0pm0iGssWEfW0RURMRKEtImIiCm0RERNRaIuImIhCW0TERBTaIiImotAWETERhbaIiIno5poO0jWoyyXLdDOMiHQ09bQ7gB5/KiKeop52B1LPWkTcTaHt5/SHRMS/aHhERMREFNoiIiai0BYRMRGFtoiIiSi0RURMRKEtImIiHg3tvLw8Jk+ejN1uJzk5mUOHDgGwdu1aJk6cSEJCAk8++SS1tbWubTZu3Mj48eMZM2YMTz31FHV1zrd9l5SUkJaWRkJCAlOmTGHHjh2ePBQREa/wWGiXlJSwePFiMjMzyc3NxW63k56ezr59+3j11Vf54x//yNatWyktLWX9+vUA7N69m7Vr1/Lmm2+yfft2Kisr+eyzzwDIyMhg3Lhx5OXlsWTJEubNm0d1dbWnDkdExCs8FtqBgYEsX76cqKgoAOLj4ykqKiI3N5dJkybRo0cPrFYrycnJbN26FYBNmzbx85//nF69etGlSxeWL1/ObbfdRkVFBfn5+Tz44IMADBs2jL59+5Kfn++pwxER8QqPhXZERASjR48GoL6+ns2bNzNhwgSOHj1KbGys63MxMTEcOXIEgIKCAi5cuEBKSgoJCQmsWLGChoYGiouLCQ8Pp1u3bq7tYmNjKSoq8tThiIh4hcdvY8/KyiIzM5PY2FjWrFnDggULsNlsrvXBwcFUVVUBUFFRwZ49e3j55Zepra1l+vTpxMTEEBcXR1BQUJOfGxQUxIULFy7Zn8ViISoi1L0H9Xee2o8vswUGdPo6qAZOqoNTW+tgtVpaXO/x0J4+fTqpqals2bKFpKQk+vXr1+TCY1VVlasH3b17d+6++25CQ50HfO+99/KXv/yFoUOHUlNT0+TnVldXN+l5NzIMgxOnzrvxiL7jqf34sqiI0E5fB9XASXVwamsdHA6jxeD22PBIYWEhn3zyCeDs/SYmJlJZWYnFYnENhwAcPnyYgQMHAhAdHc35898drNVqJSAggH79+lFeXs65c+ea3U5ExF95LLTLyspYuHAhJ0+eBGDPnj3U1dUxe/Zs16yR+vp6Nm7cyN133w3A5MmT+dOf/kRFRQXV1dW88847xMfHExoayujRo9mwYQMAn376KeXl5dx6662eOhwREa/w2PDIyJEjmTVrFmlpaTgcDmw2GytXrmTkyJE8/PDDpKSkYBgGt99+O8nJyQBMmDCBwsJCEhMTCQ4OZvz48dx7770ALFmyhEWLFrFp0yZCQ0NZtWpVk7FxERF/ZDEMw/B2I9wlLCwMh8Ng7+fFbt1P45tr9OxqjWOCatBIdXBqax1uGtoPq9XC2bNnm12v29hFRExEoS0iYiIKbRERE1Foi4iYiEJbRMREFNoiIiai0BYRMRGFtoiIiSi0RURMRKEtImIiCm0RERPx+PO0/UHjs0ZERDxNPe0OUlVT5+0miEgnoJ52O+hpfiLiLeppi4iYiEJbRMREFNoiIiai0BYRMRGFtoiIiSi0RURMRKEtImIifv029oCAABwOB92793D7vqxWCw6H35ay1VQH1aCR6uDU1jpUVJzDarXS0NDQ7Hq/vrnGZrNRW1uL1WrxyP48tR9fpzqoBo1UB6e21MFqtWKz2S673q972iIi/kZj2iIiJqLQFo/SP+zk+3Q+tJ1C24N0goLFojHOwsJCHA6Ht5vhE3Q+tJ1fX4j0FceOHSMmJgaLxYJhGJ3yRN2wYQPl5eUMHz6cIUOG0KdPH283ySvmzp1Lr169yMjI8HZTvGrt2rWUlZUxYsQIbrjhBnr37u3tJplGwK9//etfe7sR/mzJkiW88cYbREVFER0d3SmD+/HHH+fLL7+kS5cufPjhhwQFBTFkyJBOV4eMjAzOnz/Pb37zG283xasWLVpEYWEhQUFBbN++nS5dunDDDTd0uvOhvdTTdrNTp07Rt29fsrOzMQyDUaNGdargfv/99zl27BgbNmwA4Pe//z3vvvsuU6ZM6RTH3+jZZ5/ls88+Y8uWLQB88MEHnD59mj59+nDdddfRr18/L7fQMz755BNOnDjB+vXrAfjv//5v1q9fz+TJk1uc5ibf0Zi2G5WXl1NTU8Mdd9xBWFgYb7zxBjt27ABwBbe/69GjB1dffTVlZWUA3HnnnVRWVvLMM8+wdu1aCgsLvdxC96uoqMAwDO644w7OnDnDhg0b+N3vfsfu3bt57bXXeO655/jiiy+83UyPsNlshIaGcubMGQCSk5Ox2WyUlZV1it+HjqDhETfq2rUr/fr1Y9y4cYSHh/PVV1+xZ88eevTo4RrjrqioICgoyNtNdZv6+nrWrVvH6dOn+fLLL8nIyOAnP/kJERERHDp0iOPHj3PLLbdgtVr9tucdFBREVFQUe/fu5cMPP+Svf/0rL774IlOmTOGGG27g2LFjnDp1iptvvhnwz4tzDocDi8VCQEAAAQEB3HjjjXTp0gWHw8HmzZu566676NGjBxaLhcrKSvW6W6DhkQ62cuVKTp48yTXXXMNtt93GbbfdBsCNN96I1Wpl06ZNvPnmm1x11VUUFxezf/9+Hn30Ubp06eLllnecxhr07duXiRMnsmbNGnJycjhw4ACjR49m7ty5AGzatIn333/fb39BP/30U+Lj4wEYMGAADzzwAP/5n//JoEGD6NatGw0NDQwcOJDo6Gh2796N1eqf//D9zW9+w9dff02fPn245557eOCBBwDnH/Ty8nLq6upcgb1lyxYOHz7MI4884le/Ex3JP88SL3niiScoLCwkPj6ehoYG0tPTef31113rhw4dyr333ku/fv2YO3cuzzzzDPfcc49fnZzfr4HD4WDWrFns37+f2bNnM2HCBHr0+O45MIGBgRiGQWVlpRdb7B6rV68mLS2Nl19+2bVs6NChzJ8/n/vvv5+QkBACAgIA5xBSt27dqK2t9VZz3eaJJ57g+PHj2O12rFYrr7zyCidPngSczwYKDAzEZrPRo0cP3n77bVatWkViYqJf/U50NPW0O8jJkyc5c+YM//Vf/wVAbW0tQ4YMYcGCBTgcDlJSUgDnL25eXh6VlZW8/PLLDBw40JvN7lDN1WDw4MEsXLiQ2tpabrnlFjIyMly9zO3bt7Ny5UpCQkK83PKO53A4mD59Ou+99x51dXX88pe/BCA2NhaA4uJitm3bRnl5Odu3b+eFF17wu39xnDhxgpKSErKysgCIiopi6dKlVFVVAc5hoJ49exIZGcm//du/sWvXLl588UUGDBjgzWb7PPW0O0h4eDgVFRWuWRI2mw273c6KFSvIzMzkf/7nfwD47LPPyM/P5z/+4z/8KrCh+RpMnDiR5cuXs2LFCqqqqnjppZc4f/481dXVvPjii1x//fVebnXHczgcFBcXc8stt7BgwQJycnLIzMxs8pmzZ8/y1Vdf4XA4WL16tV/WoWvXrtTU1LBz504Mw+BHP/oRISEhFBcXA9DQ0EB9fT2VlZWuP1yDBg3ycqt9ny5EdpCAgAAqKio4evQovXv3JiIiAoD+/ftjtVrZv38/Y8eOxeFwkJiY6JdTvFqqgcVi4X//93+ZNm0aY8aMYdy4cfTq1cvLLXYPi8VCfHw8Q4cOpW/fvsftSYIAAAXXSURBVERFRfHqq69y9uxZbr31VgBCQkKw2+3ccccdflsHq9XKoEGDGDx4sOti+7vvvsvQoUNdvxcNDQ38wz/8Az/72c/Uw24l9bQ70Pjx4/n66695++23KSgoAJy/wNdffz0nTpygoaGBmJgYIiMjvdxS97lcDYYMGUJJScnfH5Xr/6ddaGgo4PzXxpgxY5g7dy45OTls2LCB999/n1mzZnH+/Hm/nuYWFBTE8OHDCQ0NxeFw4HA4CAgIcJ3/2dnZzJw5k+joaPr37+/l1pqH///2uEl9fX2T7x0Oh+sCY3FxMW+88QY5OTkAfPvttxiGQU1NjTea6jZtrQHgdzWAS+sANPnDZLPZGDt2LEuXLuX555/nueee46mnniI0NNSvpvc1V4fGi60WiwWr1UqXLl3o3bs3OTk5rF27loyMDL+e8uoOep72D+BwONi2bRsJCQmuBwBZrVaOHDnCW2+9xY4dOwgODubUqVO88MILDB482Mst7niqgdP363C5u103btxIVlYWa9as8bvrGY2uVIf09HQKCgqoq6tj+fLlGsNuD0Pabf/+/cb1119vHDhwwLXM4XAYhmEYNTU1Rnl5uXHgwAHj1KlT3mqi26kGTs3V4ftOnDhhzJkzx/jiiy883DLPulwdGs+J7Oxs46c//alx+PBhbzTPL+hCZBs03tXVKDIyEsMwOHToECNGjGhyV19AQADBwcFERkb61ZQ21cCpLXUA5xDJnXfeyTXXXOON5rpNa+vQ+JlevXpxzz33EBMT460mm57GtNvAarViGAYff/yxa9mwYcM4cOAA58+fx2Kx+P1zklUDp7bWISgoyHVx0p+0pQ6GYRAZGenXF+I9QT3tVvh+b+Ltt99m2bJlHDhwgOuvv57hw4dz8OBBcnJymDhxol9dWPo+1cBJdXBqTx38uR6epAuRV9DQ0EBAQACGYVBaWkpVVRUhISE888wz1NfXExYWxpQpU3jvvff4+c9/znXXXeftJnc41cBJdXBSHbxLt7G3oHFeqcPhYM6cOZw7d47u3bszcuRIli9fzqFDh9i4cSMLFiygrKyM3r17+90Jqho4qQ5OqoP3aXjkCiwWC4899hjXXnst6enphIWF8c4777B3717uv/9+/vEf/5G4uDjCwsKYOHGiX742STVwUh2cVAcv88KMFZ+XnZ3t+vqbb74xpk2bZpSUlBiG4ZzGdvDgQWPmzJnGG2+84fpcQ0ODx9vpTqqBk+rgpDr4Ds0eucg333xDbm6u68WrkZGRhIeHs23bNi5cuIDNZmPAgAHExcW5HjEJ+NWt2aqBk+rgpDr4FlX1IhEREcybN4/a2lrXSTp27Fh27NjBjh07OH/+PMHBwfTq1Yvy8nIaGhr87vkRqoGT6uCkOvgWzR5pRn19PYcPH+all16id+/e/Ou//iuZmZkUFBRgsVgYPHgw2dnZvPTSS377ZDLVwEl1cFIdfIcuRAIrVqxg37599OjRg6qqKsLDw+nTpw+DBg3io48+YteuXcybN4/IyEhqa2upra1l3rx5fnVyqgZOqoOT6uC7On1P++uvv+bOO+8E4JFHHmHLli2MHTvWdeW7rKyMt99+m7CwMObNmwc4pz3503idauCkOjipDr6t0/e0u3fvTkJCAu+88w4TJkzg8ccfx2azsW3bNv7617+ybt06QkJCePPNNzEMw/WiXn+6u0s1cFIdnFQH36aba4DrrruO3//+96SkpBAQEEBSUhJ33nknhmHw4YcfUl5eTlVVFZMmTQL88+RUDZxUByfVwYd5fpah79q3b59xww03GH/4wx8uWdf4aEl/pxo4qQ5OqoPvUWhfpPEkXb9+fZPlnekEVQ2cVAcn1cG3KLSb0fgg99dff93bTfEa1cBJdXBSHXxHp589cjkHDx6ka9eunXoKk2rgpDo4qQ6+QaEtImIimlgpImIiCm0RERNRaIuImIhCW0TERBTaIiImotAWETERhbaIiIkotEVETOT/Af9Lo1fE65R7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='ohlc',hlines=[3112.0],figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='ohlc',hlines=[3112.0],figscale=0.75)\n",
    "mpf.plot(daily,type='candle',hlines=[3112.],figscale=0.75)\n",
    "mpf.plot(daily,type='line',hlines=[3112.0],figscale=0.75)\n",
    "mpf.plot(daily,type='renko',hlines=[3112.0],figscale=0.75)\n",
    "mpf.plot(daily,type='pnf',hlines=[3112.0],figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': 'g', 'linestyle': '-.', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAEOCAYAAABCYUbWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3de3gV9Z3H8fc5CSeBBEgAEzEXDEQEtLAqKBGRFWpzwFSKtyYRAll5tmBxLQ83jYuUoq7FAhYhu7q2JXLRVgPeCIms9NFtlXCRy1JNkRAiEOWSBAkh9zP7x2mOBEJIYs5lTj6v5/ERZs6c+c33mXzy4ze/mbEYhmEgIiKmYPV2A0REpPUU2iIiJqLQFhExEYW2iIiJBHq7Ae7UtWtXamtr6d69u7ebIiLSKhUVFdhsNqqqqppd79ehXVtbi8PhwOFw/wQZi8WCJuKoDqAaNFIdnNpaB4fDQW1t7WXX+3Vod+/eHYfDYM/nxW7fV1REKMdPnnP7fnyd6qAaNFIdnNpah5uG9MNqtVx2vca0RURMRKEtImIiCm0RERNRaIuImIhCW0TERBTaIiImotAWETERhbaIiIn49c01IiLNiY8Jb3b5oaPlHm5J26mnLSJiIuppi0inZYae9cXU0xYRMRGFtoiIiSi0RURMRKEtImIiCm0RERNRaIuItEJ8TPhl53d7kkJbRMREFNoiIiai0BYRMRGFtoiIieg2dhGRZvjCRcfmqKctImIi6mmLiDTj4odJ+UrPW6EtIn7PVwK3I2h4RETERNTTFhG/56tDHe2hnraIiIkotEVETETDIyLS6ZjxNWON1NMWEVPzlafveYpCW0TERDwa2nl5eUycOBG73U5KSgoHDx4EoLS0lPT0dO6+++5mt3M4HDz44IM88cQTrmUFBQUkJyeTmJhIcnIyBQUFHjkGERFv8lhol5SUsGjRIjIzM8nNzcVut5ORkcGZM2d4+OGHGThw4GW3ff311yktLW2ybPbs2UyfPp28vDymTZvGvHnz3H0IIiKu4RhvDct4LLQDAwNZtmwZUVFRACQkJFBUVITFYiEzM5OxY8c2u93JkydZu3YtU6dOdS37+9//TkVFBT/84Q8BsNvtlJaWUlhY6P4DERGf5O0w9RSPzR6JiIggIiICgPr6ejZt2sS4cePo2bMnPXv25NSpU81u99xzzzFr1ixqa2tdy44cOUJ0dHSTz8XExHD48GEGDBjgvoMQkU7P2zNPPD7lLysri8zMTGJjY1m9enWLn/344485e/YsSUlJbNy40bW8qqqKoKCgJp8NCgri/Pnzl3yHxWIhKiK0YxrfAltggEf24+tUB9WgkafrUFVT55H9tPWY2loHq9XS4nqPh/bUqVNJS0tj8+bNJCcnk5OTQ3Bw8CWfq66uZunSpc0Ge7du3aipqbnk8yEhIZd81jAMjp8813EHcBlREaEe2Y+vUx1Ug0aeroO799XYw27rftpaB4fDaDG4PRbahYWFnDhxgttvvx2LxUJSUhJLliyhqKiIwYMHX/L5AwcO8M0335Camgo4Q7muro6ysjLmz5/PkSNHcDgcWK1W6uvrOXLkiIZGRMTveSy0G8M2OzubyMhIdu/eTV1dHTExMc1+fvjw4ezatcv1940bN7Jjxw6ef/55AK666iref/997r33Xt5++22io6OJi4vzyLGIiHiLx0J7xIgRzJgxg/T0dBwOBzabjRUrVrBjxw6WLl1KdXU1p0+fxm63ExkZSVZWVovf95vf/IaFCxeyatUqevfuzQsvvOChIxER8R6LYRiGtxvhLmFhYTgcBns+L3b7vjSO6aQ6qAaNPFWHxul93p7VcTltrcNNQ/phtVo4c+ZMs+t1G7uIiIkotEVETESPZhURU/Hnux1bQz1tERETUU9bREzFn9732B4KbRHxCZcLX1+dFeItGh4RETER9bRFxKeoZ90y9bRFRExEoS0iYiIKbRERE9GYtoiYWmcbA1dPW0TERBTaIiImotAWETERhbaIiInoQqSISTR3m3dnuwgn6mmLmFpne1iSqKctYhqd/el24qSetoiIiSi0RURMRKEtImIiCm0RERNRaIuImIhCW8QHxMeEazaItIpCW0TERBTaIiImoptrRHzIxUMkuk1dLubRnnZeXh4TJ07EbreTkpLCwYMHASgtLSU9PZ277767yefPnTvH3LlzsdvtJCYm8tvf/ta1rqSkhPT0dBITE5k0aRLbt2/35KGIiHiFx3raJSUlLFq0iOzsbKKiosjKyiIjI4NXX32Vhx9+mDFjxnDs2LEm2yxfvpwuXbqQk5PD+fPn+clPfsLw4cMZNWoUCxcuZMyYMUybNo39+/czc+ZMPvzwQ4KDgz11SCIdTj1ruRKP9bQDAwNZtmwZUVFRACQkJFBUVITFYiEzM5OxY8dess3dd9/Nv/3bv2G1WgkNDWXQoEF8+eWXVFRUkJ+fz0MPPQTA0KFD6du3L/n5+Z46HJHL6hrUxTUbxBOzQjy5L/E+j4V2REQEo0aNAqC+vp5NmzYxbtw4evbsSf/+/ZvdJiEhgb59+wLOoZI9e/YwbNgwiouLCQ8Pp1u3bq7PxsbGUlRU5P4DEWmBQlPczeMXIrOyssjMzCQ2NpbVq1e3apva2lrmzJnD2LFjuemmm9i1axdBQUFNPhMUFMT58+cv2dZisRAVEdohbW+JLTDAI/vxdaqDU1VNXbu2a0/t2rsvd2vvueBv509b62C1Wlpc7/HQnjp1KmlpaWzevJnk5GRycnJaHIeurKzkscceIzIyksWLFwPQtWtXampqmnyuurq6Sc+7kWEYHD95rmMPohlREaEe2Y+vUx2c2luD9mznq/Vu77ngq8fTXm2tg8NhtBjcHhseKSws5JNPPgGcvd+kpCQqKytbHNKor69n1qxZxMfH8x//8R9Yrc7m9uvXj/Lycs6ePev67KFDh4iPj3fvQYiYnMa9zc9joV1WVsb8+fM5ceIEALt376auro6YmJjLbrN27VpCQkLIyMhosjw0NJRRo0axfv16AD799FPKy8u59dZb3XcAIh1IFw+lvTw2PDJixAhmzJhBeno6DocDm83GihUr2LFjB0uXLqW6uprTp09jt9uJjIwkKyuLN954g6qqKux2u+t77HY7v/jFL1i8eDELFixg48aNhIaGsnLlSmw2m6cOR0S+J/2yah+PjmlPnjyZyZMnX7K8uel+4LwZ53KuvvpqsrKyOqxtIp6kV4c1T/PUr0y3sYuIVyig20cPjBIRMRGFtoiIiWh4RMSPaazc/6inLSJiIuppi/gxzVLxPwptEZPS7IvOScMjItLh4mPC6RrUxdvN8EvqaTcj/ndt/ydk1ZPfPWntwu0PPVLe7PLWutz2vvq9nb4Ov7x0Uau+95et29f3bu9l9uMzdWgls5wPF27XUdTTFhExEYthGIa3G+EuYWFhOBwGez4vdvu+9EhSp85eh8YLfb463uyu9l3uAqev1sGT2vozcdOQflitFs6cOdPseg2PiMj3drlZKnq7fMdrU2g7HA7+/Oc/U1hYyI9+9CN69erF2bNniY6Odlf7RETkAq0O7a+//prJkydTUlICwJAhQzh9+jQ/+9nP+MMf/sDQoUPd1kgR8Z7vM6SinnXHa/WFyIyMDKqrq3n00UdpHAZvfLnuCy+84LYGiojId1od2nv27OGRRx4hJSXFtWzAgAGkpaXxxRdfuKVxIuIeLb05R2/V8W2tHh4JDw+npKQEi8X5wsnG/x84cICQkBD3tE7ExynUxNNaHdoJCQmsX7+eHTt2YLFYePHFF3n66acpKSnhgQcecGcbRaSDtTTWrOeV+LZWh/aCBQv46quv2LVrFwD/93//B8Dw4cOZP3++e1on4uMUcOJprQ7tnj17sm7dOgoKCjh8+DDBwcHExcURFxfnzvaJiMgF2nQb++7duykoKGDChAmMHTuWLVu2kJ+f7662iYjIRVod2tu2bWPq1KlNQvovf/kL6enpbNu2zS2NExGRplod2qtWreLqq6/mwQcfdC17/PHHiY6OZvXq1W5pnIiINNXq0D58+DBTpkzh5ptvdi277bbbSE1N5fDhw25pnIjZHDpaTlVN3ZU/KNJOrQ7tsLAwPv74Y6qqqlzLKioq+PDDDwkNDXVL40TEd+imG9/Q6tkjycnJvPjii4wcOZJrrrkGh8NBSUkJ9fX1/OxnP3NnG0VE5B9aHdr/+q//SkVFBevWraOoqMi5cWAgqampPPbYY25roIj4Bj38yTe0OrStVivz5s3j8ccfp7i4mIaGBmJiYnQLu3icr79oQMSdWgztnTt3EhcXR58+fdi5c+cl6z///HPXn0eMGHHFneXl5ZGZmUlNTQ3h4eEsXryYgQMHUlpayty5czl27Bhbt251fb62tpbFixeza9cuAgICSE5OJi0tDYCSkhKeeuopSkpK6NatGwsWLGDkyJGtPnARETNqMbTT0tJ45plnuP/++5kyZYrrIVEXs1gsTQK8OSUlJSxatIjs7GyioqLIysoiIyODV199lYcffpgxY8Zw7NixJtusWbOGb7/9li1btvDtt99y//33c9NNN/GDH/yAhQsXMmbMGKZNm8b+/fuZOXMmH374IcHBwW0sgYiIebQY2sOHD6dPnz5A63rSLe4oMJBly5YRFRUFOB9AtXLlSiwWC5mZmZw6deqSm3Ryc3P5xS9+gdVqJTw8HLvdTm5uLtdeey35+fm89NJLAAwdOpS+ffuSn5/PmDFjvlc7RUR8WYuhvXbt2mb/3B4RERFEREQAUF9fz6ZNmxg3bhw9e/akZ8+enDp16pJtioqKiI2Ndf09NjaWjz76iOLiYtcLGC5cV1RUpNAWEb/W6guRN910E3PnzuXhhx/+XjvMysoiMzOT2NjYK95JWV1dTVBQkOvvwcHBVFVVXbIcICgoiPPnz1/yHRaLhagI988jtwUGeGQ/vs6TdfDVepvhXGhP+zy1jb9p6/lgtTY/DN2o1aE9evRo8vPzSU1NvezYdmtMnTqVtLQ0Nm/eTHJyMjk5OZcdh+7atSs1NTWuv1dVVdGtW7dLloMz4C/seTcyDKNNr69vr6iIUI/sx9d5sg6+Wm8znAvtaV9btjl0tNwUdfCEttbB4TBaDO5Wh3bv3r3Jzc3lzjvvZODAgXTt2tW1zmKxuMaXL6ewsJATJ05w++23Y7FYSEpKYsmSJRQVFTF48OBmt+nfvz+HDx/m2muvBeDQoUPEx8fTr18/ysvLOXv2LD169HCtu//++1t7OCIiptTq0H799dddf754/Lk1Pe+ysjLmz59PdnY2kZGR7N69m7q6OmJiYi67zfjx49mwYQNjxoyhtLSUvLw8Xn31VUJDQxk1ahTr169n5syZfPrpp5SXl3Prrbe29nBErkjzwcUXtTq0n3vuue81LDJixAhmzJhBeno6DocDm83GihUr2LFjB0uXLqW6uprTp09jt9uJjIwkKyuLtLQ0Dh8+jN1uJyAggFmzZjFo0CAAFi9ezIIFC9i4cSOhoaGsXLkSm83W7vZJU/4WWP52PNJ5tTq0k5KSqK+vb3bcuLUmT57M5MmTL1k+duzYZj/fpUsXnn322WbXXX311WRlZbW7LSKtdfHDkRT84k1XfMpfZWUls2fP5uabb2b48OFMmzaNkpIST7RNREQucsXQzszMZMuWLTQ0NGC1Wtm+fTtz5871RNtEfMKho+VN/hPxpiuG9nvvvcewYcPYvn07e/fuJS0tjT179lBYWOiJ9omIyAWuGNqnT5/mxz/+MT179iQwMJApU6ZgGAYnT570RPtEROQCV7wQ6XA4mtz80jg/u6GhwX2tEnETXVRsO9XIt7Rq9khNTQ3nzjnv6Gn8f3V1tevPgF45JiLiAa0K7WeeeYZnnnnG9XeLxdLkbTWteTSrdA5dg7pcssyXemq+1BaR9mhVaBuG8b3WS+egl72KuN8VQ7ugoMAT7RA/4qnerManpTO64uwRERHxHa2+jV3E13R0z7ozDO/oXyPmp562iIiJqKct8g8X90I7Q89bzEehLT5P4SnyHQ2PiIiYiHra4vM0bCHyHfW0xaviY8IVwiJtoNAWETERDY8I4P0hB93dKNI66mmLiJiIetoCeP9in3rWIq2j0JYWadhCxLdoeMRLNGtCRNpDPW1pkS/2rFvTJv1CFH+lnraJqHcuIuppi1/y9oVVEXdRaItchi8ODYloeERExEQ8Gtp5eXlMnDgRu91OSkoKBw8eBGDNmjWMHz+exMREnnrqKWprawE4deoUM2fOJDExkQkTJvDKK6+4vqugoIDk5GQSExNJTk7WuyxFpFPwWGiXlJSwaNEiMjMzyc3NxW63k5GRwd69e3nttdf44x//yJYtWygtLWXdunUAPP/888TFxZGXl8ef/vQnsrOz+eSTTwCYPXs206dPJy8vj2nTpjFv3jxPHYrHNF549NULkL7ePhF/5LHQDgwMZNmyZURFRQGQkJBAUVERubm5TJgwgR49emC1WklJSWHLli0AHDx4kISEBABCQ0O58cYbOXjwIH//+9+pqKjghz/8IQB2u53S0lIKCws9dTjSTgp6ke/HY6EdERHBqFGjAKivr2fTpk2MGzeOI0eOEBsb6/pcTEwMhw8fBpzBnpubS319PSdOnGDfvn2MHDmSI0eOEB0d3eT7L9zOXxw6Wt7kP1/j6+0T8Ucenz2SlZVFZmYmsbGxrF69mnnz5mGz2Vzrg4ODqaqqAuCxxx4jNTWVkSNHcv78ef7lX/6FQYMGUVBQQFBQUJPvDQoK4vz585fsz2KxEBUR6t6DAmyBAe3aj6e2aauqmrp2b9tS+y7+3q5BXa64TUfy5XPB36gOTm2tg9VqaXG9x0N76tSppKWlsXnzZpKTk+nXr5/rwiNAVVUV3bp1A+DJJ58kMTGRn//853z77bdMnz6dnJwcunXrRk1NTZPvra6uJiQk5JL9GYbB8ZPn3HtQOMOgpf1cbiigPW3zxPF8H758TL5wLnQWqoNTW+vgcBgtBrfHhkcKCwtdFxEtFgtJSUlUVlZisViaDGscOnSI+Ph4AP7617+SlJSExWIhLCyMUaNGsXPnTvr378+RI0dwOByAc7jlyJEjDBgwwFOH02E0xusZGsIRf+Gx0C4rK2P+/PmcOHECgN27d1NXV8fMmTNds0bq6+vZsGED99xzDwBxcXH8+c9/Bpw96fz8fK677jri4+O56qqreP/99wF4++23iY6OJi4uzlOH02beGv/VLwMR/+Kx4ZERI0YwY8YM0tPTcTgc2Gw2VqxYwYgRI3jkkUdITU3FMAxuv/12UlJSAOeUvyVLlvDGG29gGAajR4/moYceAuA3v/kNCxcuZNWqVfTu3ZsXXnjBU4fSodT7E5G2sBiGYXi7Ee4SFhaGw2Gw5/Nit++rreNWjb3ftoT299nmYu74ZeGpY/J1Gst1Uh2c2lqHm4b0w2q1cObMmWbX6zZ2ERET0QOjOgl/6smKdGYKbT9jtouO+mUi0jYKbRPSextFOi+Ftpe4K2j18H8R/6bQNiH1rEU6L80ekQ5z6Gj593pmiYhcmUJbRMREFNoiIiaiMW0T0Vi2iKinLSJiIgptERETUWiLiJiIQltExEQU2iIiJqLQFhExEYW2iIiJKLRFRExEN9d0kK5BXS5ZppthRKSjqafdAfT4UxHxFPW0O5B61iLibgptP6dfJCL+RcMjIiImotAWETERhbaIiIkotEVETEShLSJiIgptERET8Who5+XlMXHiROx2OykpKRw8eBCANWvWMH78eBITE3nqqaeora11bbNhwwbGjh3L6NGjefrpp6mrc77tu6SkhPT0dBITE5k0aRLbt2/35KGIiHiFx0K7pKSERYsWkZmZSW5uLna7nYyMDPbu3ctrr73GH//4R7Zs2UJpaSnr1q0DYNeuXaxZs4a33nqLbdu2UVlZyWeffQbAwoULGTNmDHl5eSxevJg5c+ZQXV3tqcMREfEKj4V2YGAgy5YtIyoqCoCEhASKiorIzc1lwoQJ9OjRA6vVSkpKClu2bAFg48aN/PSnP6VXr1506dKFZcuWcdttt1FRUUF+fj4PPfQQAEOHDqVv377k5+d76nBERLzCY6EdERHBqFGjAKivr2fTpk2MGzeOI0eOEBsb6/pcTEwMhw8fBqCgoIDz58+TmppKYmIiy5cvp6GhgeLiYsLDw+nWrZtru9jYWIqKijx1OCIiXuHx29izsrLIzMwkNjaW1atXM2/ePGw2m2t9cHAwVVVVAFRUVLB7925eeeUVamtrmTp1KjExMcTFxREUFNTke4OCgjh//vwl+7NYLERFhLr3oP7BU/vxZbbAgE5fB9XASXVwamsdrFZLi+s9HtpTp04lLS2NzZs3k5ycTL9+/ZpceKyqqnL1oLt3784999xDaKjzgO+77z7+8pe/MGTIEGpqapp8b3V1dZOedyPDMDh+8pwbj+g7ntqPL4uKCO30dVANnFQHp7bWweEwWgxujw2PFBYW8sknnwDO3m9SUhKVlZVYLBbXcAjAoUOHiI+PByA6Oppz5747WKvVSkBAAP369aO8vJyzZ882u52IiL/yWGiXlZUxf/58Tpw4AcDu3bupq6tj5syZrlkj9fX1bNiwgXvuuQeAiRMn8qc//YmKigqqq6t59913SUhIIDQ0lFGjRrF+/XoAPv30U8rLy7n11ls9dTgiIl7hseGRESNGMGPGDNLT03E4HNhsNlasWMGIESN45JFHSE1NxTAMbr/9dlJSUgAYN24chYWFJCUlERwczNixY7nvvvsAWLx4MQsWLGDjxo2EhoaycuXKJmPjIiL+yGIYhuHtRrhLWFgYDofBns+L3bqfxjfX6NnVGscE1aCR6uDU1jrcNKQfVquFM2fONLtet7GLiJiIQltExEQU2iIiJqLQFhExEYW2iIiJKLRFRExEoS0iYiIKbRERE1Foi4iYiEJbRMREFNoiIibi8edp+4PGZ42IiHiaetodpKqmzttNEJFOQD3tdtDT/ETEW9TTFhExEYW2iIiJKLRFRExEoS0iYiIKbRERE1Foi4iYiEJbRMRE/Ppt7AEBATgcDrp37+H2fVmtFhwOvy1lq6kOqkEj1cGprXWoqDiL1WqloaGh2fV+fXONzWajtrYWq9Xikf15aj++TnVQDRqpDk5tqYPVasVms112vV/3tEVE/I3GtEVETEShLR6lf9jJhXQ+tJ1C24N0goLFojHOwsJCHA6Ht5vhE3Q+tJ1fX4j0FUePHiUmJgaLxYJhGJ3yRF2/fj3l5eUMGzaMwYMH06dPH283yStmz55Nr169WLhwobeb4lVr1qyhrKyM4cOHc8MNN9C7d29vN8k0An75y1/+0tuN8GeLFy/mzTffJCoqiujo6E4Z3E888QRffvklXbp04aOPPiIoKIjBgwd3ujosXLiQc+fO8etf/9rbTfGqBQsWUFhYSFBQENu2baNLly7ccMMNne58aC/1tN3s5MmT9O3bl+zsbAzDYOTIkZ0quD/44AOOHj3K+vXrAfj973/Pe++9x6RJkzrF8Td67rnn+Oyzz9i8eTMAH374IadOnaJPnz5cd9119OvXz8st9IxPPvmE48ePs27dOgB+97vfsW7dOiZOnNjiNDf5jsa03ai8vJyamhruuOMOwsLCePPNN9m+fTuAK7j9XY8ePbj66qspKysD4K677qKyspJnn32WNWvWUFhY6OUWul9FRQWGYXDHHXdw+vRp1q9fz29/+1t27drF66+/zvPPP88XX3zh7WZ6hM1mIzQ0lNOnTwOQkpKCzWajrKysU/w8dAQNj7hR165d6devH2PGjCE8PJyvvvqK3bt306NHD9cYd0VFBUFBQd5uqtvU19ezdu1aTp06xZdffsnChQv50Y9+REREBAcPHuTYsWPccsstWK1Wv+15BwUFERUVxZ49e/joo4/429/+xksvvcSkSZO44YYbOHr0KCdPnuTmm28G/PPinMPhwGKxEBAQQEBAADfeeCNdunTB4XCwadMm7r77bnr06IHFYqGyslK97hZoeKSDrVixghMnTnDNNddw2223cdtttwFw4403YrVa2bhxI2+99RZXXXUVxcXF7Nu3j8cee4wuXbp4ueUdp7EGffv2Zfz48axevZqcnBz279/PqFGjmD17NgAbN27kgw8+8Nsf0E8//ZSEhAQABgwYwIMPPsh//dd/MXDgQLp160ZDQwPx8fFER0eza9curFb//Ifvr3/9a77++mv69OnDvffey4MPPgg4f6GXl5dTV1fnCuzNmzdz6NAhHn30Ub/6mehI/nmWeMmTTz5JYWEhCQkJNDQ0kJGRwRtvvOFaP2TIEO677z769evH7NmzefbZZ7n33nv96uS8sAYOh4MZM2awb98+Zs6cybhx4+jR47vnwAQGBmIYBpWVlV5ssXusWrWK9PR0XnnlFdeyIUOGMHfuXB544AFCQkIICAgAnENI3bp1o7a21lvNdZsnn3ySY8eOYbfbsVqtvPrqq5w4cQJwPhsoMDAQm81Gjx49eOedd1i5ciVJSUl+9TPR0dTT7iAnTpzg9OnT/Pd//zcAtbW1DB48mHnz5uFwOEhNTQWcP7h5eXlUVlbyyiuvEB8f781md6jmajBo0CDmz59PbW0tt9xyCwsXLnT1Mrdt28aKFSsICQnxcss7nsPhYOrUqbz//vvU1dXx85//HIDY2FgAiouL2bp1K+Xl5Wzbto0XX3zR7/7Fcfz4cUpKSsjKygIgKiqKJUuWUFVVBTiHgXr27ElkZCS/+tWv2LlzJy+99BIDBgzwZrN9nnraHSQ8PJyKigrXLAmbzYbdbmf58uVkZmbyP//zPwB89tln5Ofn85//+Z9+FdjQfA3Gjx/PsmXLWL58OVVVVbz88sucO3eO6upqXnrpJa6//novt7rjORwOiouLueWWW5g3bx45OTlkZmY2+cyZM2f46quvcDgcrFq1yi/r0LVrV2pqatixYweGYfCDH/yAkJAQiouLAWhoaKC+vp7KykrXL66BAwd6udW+TxciO0hAQAAVFRUcOXKE3r17ExERAUD//v2xWq3s27ePO++8E4fDQVJSkl9O8WqpBhaLhbz7OQYAAAX8SURBVP/93/9lypQpjB49mjFjxtCrVy8vt9g9LBYLCQkJDBkyhL59+xIVFcVrr73GmTNnuPXWWwEICQnBbrdzxx13+G0drFYrAwcOZNCgQa6L7e+99x5Dhgxx/Vw0NDTwT//0T/zkJz9RD7uV1NPuQGPHjuXrr7/mnXfeoaCgAHD+AF9//fUcP36choYGYmJiiIyM9HJL3edyNRg8eDAlJSX/eFSu/592oaGhgPNfG6NHj2b27Nnk5OSwfv16PvjgA2bMmMG5c+f8eppbUFAQw4YNIzQ0FIfDgcPhICAgwHX+Z2dnM336dKKjo+nfv7+XW2se/v/T4yb19fVN/u5wOFwXGIuLi3nzzTfJyckB4Ntvv8UwDGpqarzRVLdpaw0Av6sBXFoHoMkvJpvNxp133smSJUt44YUXeP7553n66acJDQ31q+l9zdWh8WKrxWLBarXSpUsXevfuTU5ODmvWrGHhwoV+PeXVHfQ87e/B4XCwdetWEhMTXQ8AslqtHD58mLfffpvt27cTHBzMyZMnefHFFxk0aJCXW9zxVAOnC+twubtdN2zYQFZWFqtXr/a76xmNrlSHjIwMCgoKqKurY9myZRrDbg9D2m3fvn3G9ddfb+zfv9+1zOFwGIZhGDU1NUZ5ebmxf/9+4+TJk95qotupBk7N1eFCx48fN2bNmmV88cUXHm6ZZ12uDo3nRHZ2tvHjH//YOHTokDea5xd0IbINGu/qahQZGYlhGBw8eJDhw4c3uasvICCA4OBgIiMj/WpKm2rg1JY6gHOI5K677uKaa67xRnPdprV1aPxMr169uPfee4mJifFWk01PY9ptYLVaMQyDv/71r65lQ4cOZf/+/Zw7dw6LxeL3z0lWDZzaWoegoCDXxUl/0pY6GIZBZGSkX1+I9wT1tFvhwt7EO++8w9KlS9m/fz/XX389w4YN48CBA+Tk5DB+/Hi/urB0IdXASXVwak8d/LkenqQLkVfQ0NBAQEAAhmFQWlpKVVUVISEhPPvss9TX1xMWFsakSZN4//33+elPf8p1113n7SZ3ONXASXVwUh28S7ext6BxXqnD4WDWrFmcPXuW7t27M2LECJYtW8bBgwfZsGED8+bNo6ysjN69e/vdCaoaOKkOTqqD92l45AosFguPP/441157LRkZGYSFhfHuu++yZ88eHnjgAf75n/+ZuLg4wsLCGD9+vF++Nkk1cFIdnFQHL/PCjBWfl52d7frzN998Y0yZMsUoKSkxDMM5je3AgQPG9OnTjTfffNP1uYaGBo+3051UAyfVwUl18B2aPXKRb775htzcXNeLVyMjIwkPD2fr1q2cP38em83GgAEDiIuLcz1iEvCrW7NVAyfVwUl18C2q6kUiIiKYM2cOtbW1rpP0zjvvZPv27Wzfvp1z584RHBxMr169KC8vp6Ghwe+eH6EaOKkOTqqDb9HskWbU19dz6NAhXn75ZXr37s2///u/k5mZSUFBARaLhUGDBpGdnc3LL7/st08mUw2cVAcn1cF36EIksHz5cvbu3UuPHj2oqqoiPDycPn36MHDgQD7++GN27tzJnDlziIyMpLa2ltraWubMmeNXJ6dq4KQ6OKkOvqvT97S//vpr7rrrLgAeffRRNm/ezJ133um68l1WVsY777xDWFgYc+bMAZzTnvxpvE41cFIdnFQH39bpe9rdu3cnMTGRd999l3HjxvHEE09gs9nYunUrf/vb31i7di0hISG89dZbGIbhelGvP93dpRo4qQ5OqoNv0801wHXXXcfvf/97UlNTCQgIIDk5mbvuugvDMPjoo48oLy+nqqqKCRMmAP55cqoGTqqDk+rgwzw/y9B37d2717jhhhuMP/zhD5esa3y0pL9TDZxUByfVwfcotC/SeJKuW7euyfLOdIKqBk6qg5Pq4FsU2s1ofJD7G2+84e2meI1q4KQ6OKkOvqPTzx65nAMHDtC1a9dOPYVJNXBSHZxUB9+g0BYRMRFNrBQRMRGFtoiIiSi0RURMRKEtImIiCm0RERNRaIuImIhCW0TERBTaIiIm8v/XtOm1Bg7t2AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': 'g', 'linestyle': '-.', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': 'g', 'linestyle': '-.', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': 'g', 'linestyle': '-.', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': 'g', 'linestyle': '-.', 'linewidths': None}\n",
      "hlines= [3112.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='ohlc',hlines=dict(hlines=[3112.0],linestyle='-.',colors='g'),figscale=0.75)\n",
    "hl = dict(hlines=[3112.0],linestyle='-.',colors='g')\n",
    "mpf.plot(daily,type='candle',hlines=hl,figscale=0.75)\n",
    "mpf.plot(daily,type='line',hlines=hl,figscale=0.75)\n",
    "mpf.plot(daily,type='renko',hlines=hl,figscale=0.75)\n",
    "mpf.plot(daily,type='pnf',hlines=hl,figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0, 3140.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAEOCAYAAABCYUbWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3de1hVdb7H8ffe4AYFFdQg4xZqptboqbQkMk86DWhMjt0GSFFOPme0sdP4eCs65HisTmOjNqacU6czI3mpmUK7iZBH56kzlXjJy3GKMRFJpbwAJiL3vc4fe9iFIgKxL2vzeT1PT7DWXnv91vdZfPbP3/qttS2GYRiIiIgpWD3dABERaTuFtoiIiSi0RURMRKEtImIi/p5ugCt1796duro6evbs6emmiIi0SWVlJTabjerq6hbX+3Ro19XVYbfbsdtdP0HGYrGgiTiqA6gGTVQHh/bWwW63U1dXd9n1Ph3aPXv2xG432Pt5icv3FREWzIlT512+H2+nOqgGTVQHh/bW4aZhMVitlsuu15i2iIiJKLRFRExEoS0iYiIKbRERE1Foi4iYiEJbRMREFNoiIiai0BYRMRGfvrlGRKQlg6JCW1x++FiFm1vSfuppi4iYiHraItJlmaFnfTH1tEVETEShLSJiIgptERETUWiLiJiIQltExEQU2iIibTAoKvSy87vdSaEtImIiCm0RERNRaIuImIhCW0TERHQbu4hIC7zhomNL1NMWETER9bRFRFpw8cOkvKXnrdAWEZ/nLYHbGTQ8IiJiIuppi4jP89ahjo5QT1tExEQU2iIiJqLhERHpcsz4NWNN1NMWEVPzlqfvuYtCW0TERNwa2vn5+UyaNInExERSUlI4dOgQAGVlZaSnp3P33Xe3uJ3dbufBBx/kiSeecC4rLCwkOTmZhIQEkpOTKSwsdMsxiIh4kttCu7S0lEWLFpGVlUVeXh6JiYlkZGRw9uxZHn74YQYPHnzZbV9//XXKysqaLZszZw4zZswgPz+f6dOnM3/+fFcfgoiIczjGU8Mybgttf39/li1bRkREBABxcXEUFxdjsVjIyspi3LhxLW536tQp1q5dy7Rp05zL/va3v1FZWcmPf/xjABITEykrK6OoqMj1ByIiXsnTYeoubps9EhYWRlhYGAANDQ1s2rSJ8ePH07t3b3r37s3p06db3O65555j9uzZ1NXVOZcdPXqUyMjIZq+LioriyJEjDBw48Ae3dfyqj3/we4iIe8QsfL/F5Z39d9yR/WybHd+pbQAPTPnLzs4mKyuL6OhoVq9e3eprP/roI86dO0dSUhIbN250Lq+uriYgIKDZawMCArhw4cIl72GxWIgIC+6cxouItENEWDA2f792ZZDVaml1vdtDe9q0aaSlpbF582aSk5PJzc0lMDDwktfV1NSwdOnSFoO9R48e1NbWXvL6oKCgS15rGAYnTp1vVxs78ukYERbc7v34ItVBNWjirjo0DYV449zrE6fOt7sOdrvRanC7LbSLioo4efIkt99+OxaLhaSkJJYsWUJxcTFDhw695PUHDx7km2++ITU1FXCEcn19PeXl5SxYsICjR49it9uxWq00NDRw9OjRThkaERHxZm4L7aawzcnJITw8nD179lBfX09UVFSLrx85ciS7d+92/r5x40Z27tzJ888/D8BVV13F+++/z7333svbb79NZGQksbGxbjkWERFPcVtojxo1ipkzZ5Keno7dbsdms7FixQp27tzJ0qVLqamp4cyZMyQmJhIeHk52dnar7/fb3/6WzMxMVq1aRd++fXnhhRfcdCQiIp5jMQzD8HQjXCUkJAS73WDv5yUu35fGMR1UB9Wgica0Hdpbh5uGxWC1Wjh79myL63Ubu4iIiSi0RURMRI9mFRFT8eW7HdtCPW0RERNRT1tETMWXvu+xIxTaIuIVLhe+3jorxFM0PCIiYiLqaYuIV1HPunXqaYuImIhCW0TERBTaIiImojFtETG1rjYGrp62iIiJKLRFRExEoS0iYiIKbRERE9GFSBGTaOk27652EU7U0xYxta72sCRRT1vENLr60+3EQT1tERETUWiLiJiIQltExEQU2iIiJqLQFhExEYW2iBcYFBWq2SDSJgptERETUWiLiJiIbq4R8SIXD5HoNnW5mFt72vn5+UyaNInExERSUlI4dOgQAGVlZaSnp3P33Xc3e/358+eZN28eiYmJJCQk8Lvf/c65rrS0lPT0dBISEpg8eTI7duxw56GIiHiE23rapaWlLFq0iJycHCIiIsjOziYjI4NXX32Vhx9+mLFjx3L8+PFm2yxfvpxu3bqRm5vLhQsX+NnPfsbIkSOJj48nMzOTsWPHMn36dA4cOMCsWbPYtm0bgYGB7jokkU6nnrVcidt62v7+/ixbtoyIiAgA4uLiKC4uxmKxkJWVxbhx4y7Z5u677+Zf/uVfsFqtBAcHM2TIEL788ksqKyspKCjgoYceAmD48OH079+fgoICdx2OyGV1D+jmnA3ijlkh7tyXeJ7bQjssLIz4+HgAGhoa2LRpE+PHj6d3794MGDCgxW3i4uLo378/4Bgq2bt3LyNGjKCkpITQ0FB69OjhfG10dDTFxcWuPxCRVig0xdXcfiEyOzubrKwsoqOjWb16dZu2qaurY+7cuYwbN46bbrqJ3bt3ExAQ0Ow1AQEBXLhw4ZJtLRYLEWHBndL21tj8/dyyH2+nOjhU19Z3aLuO1K6j+3K1jp4Lvnb+tLcOVqul1fVuD+1p06aRlpbG5s2bSU5OJjc3t9Vx6KqqKh577DHCw8NZvHgxAN27d6e2trbZ62pqapr1vJsYhsGJU+c79yBaEBEW7Jb9eDvVwaGjNejIdt5a746eC956PB3V3jrY7Uarwe224ZGioiI++eQTwNH7TUpKoqqqqtUhjYaGBmbPns2gQYP493//d6xWR3NjYmKoqKjg3LlzztcePnyYQYMGufYgRExO497m57bQLi8vZ8GCBZw8eRKAPXv2UF9fT1RU1GW3Wbt2LUFBQWRkZDRbHhwcTHx8POvXrwfg008/paKigltvvdV1ByDSiXTxUDrKbcMjo0aNYubMmaSnp2O327HZbKxYsYKdO3eydOlSampqOHPmDImJiYSHh5Odnc0bb7xBdXU1iYmJzvdJTEzkV7/6FYsXL2bhwoVs3LiR4OBgVq5cic1mc9fhiMgPpA+rjnHrmPaUKVOYMmXKJctbmu4HjptxLufqq68mOzu709om4k766rCWaZ76lek2dhHxCAV0x+iBUSIiJqLQFhExEQ2PiPgwjZX7HvW0RURMRD1tER+mWSq+R6EtYlKafdE1aXhERDrdoKhQugd083QzfJLFMAzD041wlZCQEOx2g72fl7Rru/GrPnZRi0SkK9k2O77dD4y6aVgMVquFs2fPtrhePW0RERPRmHYLts2Ob/c2eiSpQ1evQ9OFPm8db3ZV+y53gdNb62BmCm0R+cEuN0tF3y7f+doV2na7nT//+c8UFRXxk5/8hD59+nDu3DkiIyNd1T4REfmeNof2119/zZQpUygtLQVg2LBhnDlzhl/84hf84Q9/YPjw4S5rpIh4zg8ZUlHPuvO1+UJkRkYGNTU1PProozRNOGn6ct0XXnjBZQ0UEZHvtDm09+7dyyOPPEJKSopz2cCBA0lLS+OLL75wSeNExDVa++YcfauOd2vz8EhoaCilpaVYLI4vnGz6/8GDBwkKCnJN60S8nEJN3K3NoR0XF8f69evZuXMnFouFF198kaeffprS0lIeeOABV7ZRRDpZa2PNel6Jd2tzaC9cuJCvvvqK3bt3A/B///d/AIwcOZIFCxa4pnUiXk4BJ+7W5tDu3bs369ato7CwkCNHjhAYGEhsbCyxsbGubJ+IiHxPu25j37NnD4WFhUycOJFx48axZcsWCgoKXNU2ERG5SJtDe/v27UybNq1ZSP/lL38hPT2d7du3u6RxIiLSXJtDe9WqVVx99dU8+OCDzmWPP/44kZGRrF692iWNExGR5toc2keOHGHq1KncfPPNzmW33XYbqampHDlyxCWNEzGbw8cqqK6t93QzxIe1ObRDQkL46KOPqK6udi6rrKxk27ZtBAcHu6RxIuI9dNONd2jz7JHk5GRefPFFRo8ezTXXXIPdbqe0tJSGhgZ+8YtfuLKNIiLyd20O7X/+53+msrKSdevWUVxc7NjY35/U1FQee+wxlzVQRLyDHv7kHdoc2larlfnz5/P4449TUlJCY2MjUVFRuoVd3M7bv2hAxJVaDe1du3YRGxtLv3792LVr1yXrP//8c+fPo0aNuuLO8vPzycrKora2ltDQUBYvXszgwYMpKytj3rx5HD9+nK1btzpfX1dXx+LFi9m9ezd+fn4kJyeTlpYGQGlpKU899RSlpaX06NGDhQsXMnr06DYfuIiIGbUa2mlpaTzzzDPcf//9TJ061fmQqItZLJZmAd6S0tJSFi1aRE5ODhEREWRnZ5ORkcGrr77Kww8/zNixYzl+/HizbdasWcO3337Lli1b+Pbbb7n//vu56aab+NGPfkRmZiZjx45l+vTpHDhwgFmzZrFt2zYCAwPbWQIREfNoNbRHjhxJv379gLb1pFvdkb8/y5YtIyIiAnA8gGrlypVYLBaysrI4ffr0JTfp5OXl8atf/Qqr1UpoaCiJiYnk5eVx7bXXUlBQwEsvvQTA8OHD6d+/PwUFBYwdO/YHtVNExJu1Gtpr165t8eeOCAsLIywsDICGhgY2bdrE+PHj6d27N7179+b06dOXbFNcXEx0dLTz9+joaD788ENKSkqcX8Dw/XXFxcUKbRHxaW2+EHnTTTcxb948Hn744R+0w+zsbLKysoiOjr7inZQ1NTUEBAQ4fw8MDKS6uvqS5QABAQFcuHDhkvewWCxEhLl+HrnN388t+/F27qyDt9bbDOdCR9rnrm18TXvPB6u15WHoJm0O7TFjxlBQUEBqauplx7bbYtq0aaSlpbF582aSk5PJzc297Dh09+7dqa2tdf5eXV1Njx49LlkOjoD/fs+7iWEYnDh1vsPtbauIsGC37MfbubMO3lpvM5wLHWlfe7Y5fKzCFHVwh/bWwW43Wg3uNod23759ycvL484772Tw4MF0797duc5isTjHly+nqKiIkydPcvvtt2OxWEhKSmLJkiUUFxczdOjQFrcZMGAAR44c4dprrwXg8OHDDBo0iJiYGCoqKjh37hy9evVyrrv//vvbejgiIqbU5tB+/fXXnT9fPP7clp53eXk5CxYsICcnh/DwcPbs2UN9fT1RUVGX3WbChAls2LCBsWPHUlZWRn5+Pq+++irBwcHEx8ezfv16Zs2axaeffkpFRQW33nprWw9H5Io0H1y8UZtD+7nnnvtBwyKjRo1i5syZpKenY7fbsdlsrFixgp07d7J06VJqamo4c+YMiYmJhIeHk52dTVpaGkeOHCExMRE/Pz9mz57NkCFDAFi8eDELFy5k48aNBAcHs3LlSmw2W4fbJ835WmD52vFI19Xm0E5KSqKhoaHFceO2mjJlClOmTLlk+bhx41p8fbdu3Xj22WdbXHf11VeTnZ3d4baItNXFD0dS8IsnXfEpf1VVVcyZM4ebb76ZkSNHMn36dEpLS93RNhERucgVQzsrK4stW7bQ2NiI1Wplx44dzJs3zx1tE/EKh49VNPtPxJOuGNrvvfceI0aMYMeOHezbt4+0tDT27t1LUVGRO9onIiLfc8XQPnPmDD/96U/p3bs3/v7+TJ06FcMwOHXqlDvaJyIi33PFC5F2u73ZzS9N87MbGxtd1yoRF9FFxfZTjbxLm2aP1NbWcv68446epv/X1NQ4fwb0lWMiIm7QptB+5plneOaZZ5y/WyyWZt9W05ZHs0rX0D2g2yXLvKmn5k1tEemINoW2YRg/aL10DfqyVxHXu2JoFxYWuqMd4kPc1ZvV+LR0RVecPSIiIt6jzbexi3ibzu5Zd4XhHf1rxPzU0xYRMRH1tEX+7uJeaFfoeYv5KLTF6yk8Rb6j4RERERNRT1u8noYtRL6jnrZ41KCoUIWwSDsotEVETETDIwJ4fshBdzeKtI162iIiJqKetgCev9innrVI2yi0pVUathDxLhoe8RDNmhCRjlBPW1rljT3rtrRJH4jiq9TTNhH1zkVEPW3xSZ6+sCriKgptkcvwxqEhEQ2PiIiYiFtDOz8/n0mTJpGYmEhKSgqHDh0CYM2aNUyYMIGEhASeeuop6urqADh9+jSzZs0iISGBiRMn8sorrzjfq7CwkOTkZBISEkhOTtZ3WYpIl+C20C4tLWXRokVkZWWRl5dHYmIiGRkZ7Nu3j9dee40//vGPbNmyhbKyMtatWwfA888/T2xsLPn5+fzpT38iJyeHTz75BIA5c+YwY8YM8vPzmT59OvPnz3fXobhN04VHb70A6e3tE/FFbgttf39/li1bRkREBABxcXEUFxeTl5fHxIkT6dWrF1arlZSUFLZs2QLAoUOHiIuLAyA4OJgbb7yRQ4cO8be//Y3Kykp+/OMfA5CYmEhZWRlFRUXuOhzpIAW9yA/jttAOCwsjPj4egIaGBjZt2sT48eM5evQo0dHRztdFRUVx5MgRwBHseXl5NDQ0cPLkSfbv38/o0aM5evQokZGRzd7/+9v5isPHKpr95228vX0ivsjts0eys7PJysoiOjqa1atXM3/+fGw2m3N9YGAg1dXVADz22GOkpqYyevRoLly4wD/90z8xZMgQCgsLCQgIaPa+AQEBXLhw4ZL9WSwWIsKCXXtQgM3fr0P7cdc27VVdW9/hbVtr38Xv2z2g2xW36UzefC74GtXBob11sFotra53e2hPmzaNtLQ0Nm/eTHJyMjExMc4LjwDV1dX06NEDgCeffJKEhAR++ctf8u233zJjxgxyc3Pp0aMHtbW1zd63pqaGoKCgS/ZnGAYnTp137UHhCIPW9nO5oYCOtM0dx/NDePMxecO50FWoDg7trYPdbrQa3G4bHikqKnJeRLRYLCQlJVFVVYXFYmk2rHH48GEGDRoEwMcff0xSUhIWi4WQkBDi4+PZtWsXAwYM4OjRo9jtdsAx3HL06FEGDhzorsPpNBrjdQ8N4YivcFtol5eXs2DBAk6ePAnAnj17qK+vZ9asWc5ZIw0NDWzYsIF77rkHgNjYWP785z8Djp50QUEB1113HYMGDeKqq67i/fffB+Dtt98mMjKS2NhYdx1Ou3lq/FcfBiK+xW3DI6NGjWLmzJmkp6djt9ux2WysWLGCUaNG8cgjj5CamophGNx+++2kpKQAjil/S5Ys4Y033sAwDMaMGcNDDz0EwG9/+1syMzNZtWoVffv25YUXXnDXoXQq9f5EpD0shmEYnm6Eq4SEhGC3G+z9vMTl+2rvuFVT77c9of1DtrmYKz4s3HVM3k5juQ6qg0N763DTsBisVgtnz55tcb1uYxcRMRE9MKqL8KWerEhXptD2MWa76KgPE5H2UWibkL63UaTrUmh7iKuCVg//F/FtCm0TUs9apOvS7BHpNIePVfygZ5aIyJUptEVETEShLSJiIhrTNhGNZYuIetoiIiai0BYRMRGFtoiIiSi0RURMRKEtImIiCm0RERNRaIuImIhCW0TERHRzTSfpHtDtkmW6GUZEOpt62p1Ajz8VEXdRT7sTqWctIq6m0PZx+iAR8S0aHhERMRGFtoiIiSi0RURMRKEtImIiCm0RERNRaIuImIhbQzs/P59JkyaRmJhISkoKhw4dAmDNmjVMmDCBhIQEnnrqKerq6pzbbNiwgXHjxjFmzBiefvpp6usd3/ZdWlpKeno6CQkJTJ48mR07drjzUEREPMJtoV1aWsqiRYvIysoiLy+PxMREMjIy2LdvH6+99hp//OMf2bJlC2VlZaxbtw6A3bt3s2bNGt566y22b99OVVUVn332GQCZmZmMHTuW/Px8Fi9ezNy5c6mpqXHX4YiIeITbQtvf359ly5YREREBQFxcHMXFxeTl5TFx4kR69eqF1WolJSWFLVu2ALBx40Z+/vOf06dPH7p168ayZcu47bbbqKyspKCggIceegiA4cOH079/fwoKCtx1OCIiHuG20A4LCyM+Ph6AhoYGNm3axPjx4zl69CjR0dHO10VFRXHkyBEACgsLuXDhAqmpqSQkJLB8+XIaGxspKSkhNDSUHj16OLeLjo6muLjYXYcjIuIRbr+NPTs7m6ysLKKjo1m9ejXz58/HZrM51wcGBlJdXQ1AZWUle/bs4ZVXXqGuro5p06YRFRVFbGwsAQEBzd43ICCACxcuXLI/i8VCRFiwaw/q79y1H29m8/fr8nVQDRxUB4f21sFqtbS63u2hPW3aNNLS0ti8eTPJycnExMQ0u/BYXV3t7EH37NmTe+65h+BgxwHfd999/OUvf2HYsGHU1tY2e9+amppmPe8mhmFw4tR5Fx7Rd9y1H28WERbc5eugGjioDg7trYPdbrQa3G4bHikqKuKTTz4BHL3fpKQkqqqqsFgszuEQgMOHDzNo0CAAIiMjOX/+u4O1Wq34+fkRExNDRUUF586da3E7ERFf5bbQLi8vZ8GCBZw8eRKAPXv2UF9fz6xZs5yzRhoaGtiwYQP33HMPAJMmTeJPf/oTlZWV1NTU8O677xIXF0dwcDDx8fGsX78egE8//ZSKigpuvfVWdx2OiIhHuG14ZNSoUcycOZP09HTsdjs2m40VK1YwatQoHnnkEVJTUzEMg9tvv52UlBQAxo8fT1FREUlJSQQGBjJu3Djuu+8+ABYvXszChQvZuHEjwcHBrFy5stnYuIiIL7IYhmF4uhGuEhISgt1usPfzEpfup+mba/Tsao1jgmrQRHVwaG8dbhoWg9Vq4ezZsy2u123sIiImotAWETERhbaIiIkotEVETEShLSJiIgptERETUWiLiJiIQltExEQU2iIiJqLQFhExEYW2iIiJuP152r6g6VkjIiLupp52J6murfd0E0SkC1BPuwP0ND8R8RT1tEVETEShLSJiIgptERETUWiLiJiIQltExEQU2iIiJqLQFhExEZ/+NnY/Pz/sdjs9e/Zy+b6sVgt2u8+Wss1UB9Wgierg0N46VFaew2q10tjY2OJ6n765xmazUVdXh9Vqccv+3LUfb6c6qAZNVAeH9tTBarVis9kuu96ne9oiIr5GY9oiIiai0Ba30j/s5Pt0PrSfQtuNdIKCxaIxzqKiIux2u6eb4RV0PrSfT1+I9BbHjh0jKioKi8WCYRhd8kRdv349FRUVjBgxgqFDh9KvXz9PN8kj5syZQ58+fcjMzPR0UzxqzZo1lJeXM3LkSG644Qb69u3r6SaZht+vf/3rX3u6Eb5s8eLFvPnmm0RERBAZGdklg/uJJ57gyy+/pFu3bnz44YcEBAQwdOjQLleHzMxMzp8/z29+8xtPN8WjFi5cSFFREQEBAWzfvp1u3bpxww03dLnzoaPU03axU6dO0b9/f3JycjAMg9GjR3ep4P7ggw84duwY69evB+D3v/897733HpMnT+4Sx9/kueee47PPPmPz5s0AbNu2jdOnT9OvXz+uu+46YmJiPNxC9/jkk084ceIE69atA+C///u/WbduHZMmTWp1mpt8R2PaLlRRUUFtbS133HEHISEhvPnmm+zYsQPAGdy+rlevXlx99dWUl5cDcNddd1FVVcWzzz7LmjVrKCoq8nALXa+yshLDMLjjjjs4c+YM69ev53e/+x27d+/m9ddf5/nnn+eLL77wdDPdwmazERwczJkzZwBISUnBZrNRXl7eJf4eOoOGR1yoe/fuxMTEMHbsWEJDQ/nqq6/Ys2cPvXr1co5xV1ZWEhAQ4OmmukxDQwNr167l9OnTfPnll2RmZvKTn/yEsLAwDh06xPHjx7nllluwWq0+2/MOCAggIiKCvXv38uGHH/LXv/6Vl156icmTJ3PDDTdw7NgxTp06xc033wz45sU5u92OxWLBz88PPz8/brzxRrp164bdbmfTpk3cfffd9OrVC4vFQlVVlXrdrdDwSCdbsWIFJ0+e5JprruG2227jtttuA+DGG2/EarWyceNG3nrrLa666ipKSkrYv38/jz32GN26dfNwyztPUw369+/PhAkTWL16Nbm5uRw4cID4+HjmzJkDwMaNG/nggw989g/0008/JS4uDoCBAwfy4IMP8p//+Z8MHjyYHj160NjYyKBBg4iMjGT37t1Yrb75D9/f/OY3fP311/Tr1497772XBx98EHB8oFdUVFBfX+8M7M2bN3P48GEeffRRn/qb6Ey+eZZ4yJNPPklRURFxcXE0NjaSkZHBG2+84Vw/bNgw7rvvPmJiYpgzZw7PPvss9957r0+dnN+vgd1uZ+bMmezfv59Zs2Yxfvx4evX67jkw/v7+GIZBVVWVB1vsGqtWrSI9PZ1XXnnFuWzYsGHMmzePBx54gKCgIPz8/ADHEFKPHj2oq6vzVHNd5sknn+T48eMkJiZitVp59dVXOXnyJOB4NpC/vz82m41evXrxzjvvsHLlSpKSknzqb6KzqafdSU6ePMmZM2f4r//6LwDq6uoYOnQo8+fPx263k5qaCjj+cPPz86mqquKVV15h0KBBnmx2p2qpBkOGDGHBggXU1dVxyy23kJmZ6exlbt++nRUrVhAUFOThlnc+u93OtGnTeP/996mvr+eXv/wlANHR0QCUlJSwdetWKioq2L59Oy+++KLP/YvjxIkTlJaWkp2dDUBERARLliyhuroacAwD9e7dm/DwcP7t3/6NXbt28dJLLzFw4EBPNtvrqafdSUJDQ6msrHTOkrDZbCQmJrJ8+XKysrL4n//5HwA+++wzCgoK+I//+A+fCmxouQYTJkxg2bJlLF++nOrqal5++WXOnz9PTU0NL730Etdff72HW9357HY7JSUl3HLLLcyfP5/c3FyysrKavebs2bN89dVX2O12Vq1a5ZN16N69O7W1tezcuRPDMPjRj35EUFAQJSUlADQ2NtLQ0EBVVZXzg2vw4MEebrX304XITuLn50dlZSVHjx6lb9++hIWFATBgwACsViv79+/nzjvvxG63k5SU5JNTvFqrgcVi4X//93+ZOnUqY8aMYezYsfTp08fDLXYNi8VCXFwcw4YNo3iluNgAAAXbSURBVH///kRERPDaa69x9uxZbr31VgCCgoJITEzkjjvu8Nk6WK1WBg8ezJAhQ5wX29977z2GDRvm/LtobGzkH/7hH/jZz36mHnYbqafdicaNG8fXX3/NO++8Q2FhIeD4A77++us5ceIEjY2NREVFER4e7uGWus7lajB06FBKS0v//qhc3z/tgoODAce/NsaMGcOcOXPIzc1l/fr1fPDBB8ycOZPz58/79DS3gIAARowYQXBwMHa7Hbvdjp+fn/P8z8nJYcaMGURGRjJgwAAPt9Y8fP+vx0UaGhqa/W63250XGEtKSnjzzTfJzc0F4Ntvv8UwDGpraz3RVJdpbw0An6sBXFoHoNkHk81m484772TJkiW88MILPP/88zz99NMEBwf71PS+lurQdLHVYrFgtVrp1q0bffv2JTc3lzVr1pCZmenTU15dQc/T/gHsdjtbt24lISHB+QAgq9XKkSNHePvtt9mxYweBgYGcOnWKF198kSFDhni4xZ1PNXD4fh0ud7frhg0byM7OZvXq1T53PaPJleqQkZFBYWEh9fX1LFu2TGPYHWFIh+3fv9+4/vrrjQMHDjiX2e12wzAMo7a21qioqDAOHDhgnDp1ylNNdDnVwKGlOnzfiRMnjNmzZxtffPGFm1vmXperQ9M5kZOTY/z0pz81Dh8+7Inm+QRdiGyHpru6moSHh2MYBocOHWLkyJHN7urz8/MjMDCQ8PBwn5rSpho4tKcO4Bgiueuuu7jmmms80VyXaWsdml7Tp08f7r33XqKiojzVZNPTmHY7WK1WDMPg448/di4bPnw4Bw4c4Pz581gsFp9/TrJq4NDeOgQEBDgvTvqS9tTBMAzCw8N9+kK8O6in3Qbf70288847LF26lAMHDnD99dczYsQIDh48SG5uLhMmTPCpC0vfpxo4qA4OHamDL9fDnXQh8goaGxvx8/PDMAzKysqorq4mKCiIZ599loaGBkJCQpg8eTLvv/8+P//5z7nuuus83eROpxo4qA4OqoNn6Tb2VjTNK7Xb7cyePZtz587Rs2dPRo0axbJlyzh06BAbNmxg/vz5lJeX07dvX587QVUDB9XBQXXwPA2PXIHFYuHxxx/n2muvJSMjg5CQEN5991327t3LAw88wD/+4z8SGxtLSEgIEyZM8MmvTVINHFQHB9XBwzwwY8Xr5eTkOH/+5ptvjKlTpxqlpaWGYTimsR08eNCYMWOG8eabbzpf19jY6PZ2upJq4KA6OKgO3kOzRy7yzTffkJeX5/zi1fDwcEJDQ9m6dSsXLlzAZrMxcOBAYmNjnY+YBHzq1mzVwEF1cFAdvIuqepGwsDDmzp1LXV2d8yS988472bFjBzt27OD8+fMEBgbSp08fKioqaGxs9LnnR6gGDqqDg+rgXTR7pAUNDQ0cPnyYl19+mb59+/Kv//qvZGVlUVhYiMViYciQIeTk5PDyyy/77JPJVAMH1cFBdfAeuhAJLF++nH379tGrVy+qq6sJDQ2lX79+DB48mI8++ohdu3Yxd+5cwsPDqauro66ujrlz5/rUyakaOKgODqqD9+ryPe2vv/6au+66C4BHH32UzZs3c+eddzqvfJeXl/POO+8QEhLC3LlzAce0J18ar1MNHFQHB9XBu3X5nnbPnj1JSEjg3XffZfz48TzxxBPYbDa2bt3KX//6V9auXUtQUBBvvfUWhmE4v6jXl+7uUg0cVAcH1cG76eYa4LrrruP3v/89qamp+Pn5kZyczF133YVhGHz44YdUVFRQXV3NxIkTAd88OVUDB9XBQXXwYu6fZei99u3bZ9xwww3GH/7wh0vWNT1a0tepBg6qg4Pq4H0U2hdpOknXrVvXbHlXOkFVAwfVwUF18C4K7RY0Pcj9jTfe8HRTPEY1cFAdHFQH79HlZ49czsGDB+nevXuXnsKkGjioDg6qg3dQaIuImIgmVoqImIhCW0TERBTaIiImotAWETERhbaIiIkotEVETEShLSJiIgptERET+X+EwqRVg81mvgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0, 3140.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0, 3140.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0, 3140.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3112.0, 3140.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='ohlc',hlines=[3112.0,3140.],figscale=0.75)\n",
    "mpf.plot(daily,type='candle',hlines=[3112.0,3140.],figscale=0.75)\n",
    "mpf.plot(daily,type='line',hlines=[3112.0,3140.],figscale=0.75)\n",
    "mpf.plot(daily,type='renko',hlines=[3112.0,3140.],figscale=0.75)\n",
    "mpf.plot(daily,type='pnf',hlines=[3112.0,3140.],figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0, 3140.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': ['g', 'y', 'k'], 'linestyle': '-.', 'linewidths': [1.6, 4, 8]}\n",
      "hlines= [3112.0, 3140.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0, 3140.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': ['g', 'y', 'k'], 'linestyle': '-.', 'linewidths': [1.6, 4, 8]}\n",
      "hlines= [3112.0, 3140.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAEOCAYAAABCYUbWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3de1xVdb7/8dfewAYFEdRA42ImmVpjp9KKTD3pNGyNyWO3AVKMk+eMNnYaH96KjjmO1Wls1MaUc+o0M5KXmim0mwh5skedqcRLXo5TjIFIJiUKmIDc9/79sX/sEUEEZF/W5v18PHrEXnutvb7r81j7vZfftdZ3mex2ux0RETEEs6cbICIiHafQFhExEIW2iIiBKLRFRAzE39MNcKVevXpRX19Pnz59PN0UEZEOqaysxGKxUFNT0+b7Ph3a9fX12Gw2bDbXXyBjMpnQhTiqA6gGzVQHh87WwWazUV9ff9H3fTq0+/Tpg81mZ/+XxS5fV1RECCdKq1y+Hm+nOqgGzVQHh87W4caRgzGbTRd9X33aIiIGotAWETEQhbaIiIEotEVEDEShLSJiIAptEREDUWiLiBiIQltExEAU2iLS48TFhBMXE+7pZnSJT98RKSJyvguD+vzXBccr3N2cLlFoi0iP0tDY1GpagL+fB1rSNeoeERExEIW2iIiBKLRFRAxEoS0iYiAKbRERA1Foi4h0gLdc263QFhExEIW2iIiBKLRFRAxEoS0iYiAKbRERA9HYIyIi7fC2QaYU2iIilxARMbDVtNLS7z3QEnWPiIgYio60RaRHMdIwrG1RaItIj9HcB93cL22UBx+cT90jIiIGotAWETEQdY+ISI9jxG6RZjrSFhFD85bR99xFoS0iYiBuDe3c3FymTp2K1WolOTmZI0eOAFBWVkZaWhp33XVXm8vZbDYeeOABnnjiCee0/Px8kpKSSEhIICkpifz8fLdsg4iIJ7kttEtKSli6dCkZGRnk5ORgtVpJT0/nzJkzPPTQQwwbNuyiy77++uuUlZW1mDZv3jxmzZpFbm4uDz/8MAsXLnT1JoiIeJzbTkT6+/uzcuVKoqKiAIiPj2fNmjWYTCYyMjI4deoUO3fubLVcaWkpGzZsYObMmXz11VcA/O1vf6OyspIf//jHAFitVn79619TWFjI0KFDL7utxws63z92vKDz64mJa/tkSFvr78y8rtDR9R8vME5bOztvR3VmX/B0WzvDW9v60UetP7s72+r4/LZvWb/U9lzssy+H20I7IiKCiIgIABobG9m6dSuTJk2ib9++9O3bl1OnTrW53HPPPcfcuXOpr693Tjt27BjR0dEt5ouJieHo0aPdEtoiIt7K7Zf8ZWZmkpGRQWxsLOvWrWt33k8++YSzZ8+SmJjIli1bnNNramoIDAxsMW9gYCDnzp1r9Rkmk4moiJBOtbErR81dcbF2tbX+zszrCmqra/hyWy3+fq2W8da2dnTerrSjrTq0x2w2tfu+20N75syZpKamsm3bNpKSksjOziYoKKjVfLW1taxYsaLNYO/duzd1dXWt5g8ODm41r91u50RpVfdtQDfqTLs8vQ1qq2v4clujIkI81mZvqWtX6mCz2dsNbreFdmFhISdPnuT222/HZDKRmJjI8uXLKSoqYsSIEa3mP3z4MN9//z0pKSmAI5QbGhooLy9n0aJFHDt2DJvNhtlsprGxkWPHjnVb10hX+qG6cwftzPpd0WfWGReuv706eFtbu2veC3XHvmDkfaC75m1PXEw4DY1Nbb4X4O9HwfHLX7+n63oxbgvt5rDNysoiMjKSffv20dDQQExMTJvzjx49mr179zpfb9myhd27d/P8888DcMUVV/D+++9zzz338PbbbxMdHc2QIUPcsi0iIp7ittAeM2YMs2fPJi0tDZvNhsViYfXq1ezevZsVK1ZQW1vL6dOnsVqtREZGkpmZ2e7n/fa3v2XJkiWsXbuW/v3788ILL7hpS0REPMdkt9vtnm6Eq4SFhWGz2dn/ZbHL1+XJ/jtvojqoBs1cWYdLd494T9dGZ+tw48jBmM0mzpw50+b7uo1dRMRAFNoiIgai0BYRMRCNpy0ihmT0Zz12lUJbRAzn/BONRn7eY1eoe0REvEJPe5hBV+lIW0Q86sKgvvB1TzmC7iiFtoh4XHvXXEtL6h4RETEQhbaIiIEotEVEDER92iJiaD3tRKWOtEVEDEShLSJiIAptEREDUWiLiBiIQltExEB09YiIwbQ3PkdPu5KiJ1JoixhQRMTAVtNKS7/3QEvE3dQ9IiJiIAptEREDUWiLiBiIQltExEAU2iIiBqLQFvECetSWdJRCW0TEQBTaIiIGotAWETEQt4Z2bm4uU6dOxWq1kpyczJEjRwAoKysjLS2Nu+66q8X8VVVVLFiwAKvVSkJCAr/73e+c75WUlJCWlkZCQgLTpk1j165d7twUkW5xYV9282v1b8vFuC20S0pKWLp0KRkZGeTk5GC1WklPT+fMmTM89NBDDBs2rNUyq1atIiAggOzsbLKysnjvvff49NNPAViyZAkTJkwgNzeXZcuWMX/+fGpra921OSLdpqGxqdV/IhfjttD29/dn5cqVREVFARAfH09RUREmk4mMjAwmTpzYapm77rqLf/u3f8NsNhMSEsLw4cP5+uuvqaysJC8vjwcffBCAUaNGMWjQIPLy8ty1OSIiHuG2AaMiIiKIiIgAoLGxka1btzJp0iT69u1L3759OXXqVKtl4uPjnX9XVVWxf/9+HnnkEYqLiwkPD6d3797O92NjYykqKmLChAmu3xiRC1yqO6O7R9/T4FA9l9tH+cvMzCQjI4PY2FjWrVvXoWXq6+uZP38+EydO5MYbb2Tv3r0EBga2mCcwMJBz5861WtZkMhEVEdItbW+Pxd/PLevxdj25Djabrc3pZrO53Zr4mU1tTr/YMjV1DQD0Cgxo8drbdGZfuFgN4OJ1MIrOfifM7dQCPBDaM2fOJDU1lW3btpGUlER2djZBQUEXnb+6uprHHnuMyMhIli1bBkCvXr2oq6trMV9tbW2LI+9mdrudE6VV3bsRbYiKCHHLerxdT65Dk80OOAKo+e9m7dXkwnk7skxX5nO3zuwLF6sBeO/2dVRnvxM2m73d4HZbn3ZhYSGfffYZ4Dj6TUxMpLq6mqKioosu09jYyNy5c4mLi+M//uM/MJsdzR08eDAVFRWcPXvWOW9BQQFxcXGu3QgRg9OVKcbnttAuLy9n0aJFnDx5EoB9+/bR0NBATEzMRZfZsGEDwcHBpKent5geEhLC2LFj2bRpEwCff/45FRUV3HLLLa7bABERL+C27pExY8Ywe/Zs0tLSsNlsWCwWVq9eze7du1mxYgW1tbWcPn0aq9VKZGQkmZmZvPHGG9TU1GC1Wp2fY7Va+eUvf8myZctYvHgxW7ZsISQkhDVr1mCxWNy1OSLdJsDfz9NNEANxa5/29OnTmT59eqvpbV3uB46bcS5m4MCBZGZmdlvbRDyh+aqS5i6LnvqMR/1wdZyeESkiHtVTf6i6SmOPiIgYiEJbRMRAFNoiIgaiPm2RHuDCa7PPf60+ZWNRaIv0EBERA1tN0xgmxqPQFjEoHSH3TOrTFpFuFxcT7hzQSrqXyW63X3ykFoMLCwvDZrOz/8viTi0X9/uOj81Q8EhFi2UufN3TPqPmyQZOlFZ5vB3e8hkN/97kuHHkV21/prvawa8c3SOljzq6QyIyHF0lza/d1Y6e9hkFj1R0esCoG0cOxmw2cebMmTbf15G2iIiB6Ei7m/TkIUnP11PrEBcT7nxM2IVDswb4+3m8/zkuJvyiJyK7s23tjSDo6Rp4SncfaetEpIh0q+YfB7OfCVuT48dLV6l0n06Fts1m46OPPqKwsJCf/OQn9OvXj7NnzxIdHe2q9omIwSigXavDof3dd98xffp0SkpKABg5ciSnT5/m5z//OX/84x8ZNWqUyxopIp7TmREINWqh63X4RGR6ejq1tbU8+uijNHeDNz9c94UXXnBZA0VE5O86HNrNT0JPTk52Ths6dCipqal89dVXLmmciIi01OHukfDwcEpKSjCZHA+cbP7/4cOHCQ4Odk3rRKTbdLavWeOVeKcOh3Z8fDybNm1i9+7dmEwmXnzxRZ5++mlKSkq4//77XdlGEUPw5qevdLWvWeOVeJ8Oh/bixYv55ptv2Lt3LwD/93//B8Do0aNZtGiRa1onYhA6ASfu0uHQ7tu3Lxs3biQ/P5+jR48SFBTEkCFDGDJkiCvbJyIi5+nUbez79u0jPz+fKVOmMHHiRLZv305eXp6r2iYiIhfocGjv3LmTmTNntgjpv/zlL6SlpbFz506XNE5ERFrqcGivXbuWgQMH8sADDzinPf7440RHR7Nu3TqXNE5ERFrqcGgfPXqUGTNmcNNNNzmn3XrrraSkpHD06FGXNE7EaAqOV1BT1+DpZogP63Boh4WF8cknn1BTU+OcVllZyYcffkhISIhLGiciIi11+OqRpKQkXnzxRW677TauvPJKbDYbJSUlNDY28vOf/9yVbRQRD9E12d6nw6H9r//6r1RWVrJx40aKioocC/v7k5KSwmOPPeayBoqIZ+jac+/U4dA2m80sXLiQxx9/nOLiYpqamoiJidEt7OJ2ChHpydoN7T179jBkyBAGDBjAnj17Wr3/5ZdfOv8eM2bMJVeWm5tLRkYGdXV1hIeHs2zZMoYNG0ZZWRkLFizg22+/ZceOHc756+vrWbZsGXv37sXPz4+kpCRSU1MBKCkp4amnnqKkpITevXuzePFibrvttg5vuIiIEbUb2qmpqTzzzDPcd999zJgxwzlI1IVMJlOLAG9LSUkJS5cuJSsri6ioKDIzM0lPT+fVV1/loYceYsKECXz77bctllm/fj0//PAD27dv54cffuC+++7jxhtv5Ec/+hFLlixhwoQJPPzwwxw6dIg5c+bw4YcfEhQU1MkSiIgYR7uhPXr0aAYMGAB07Ei63RX5+7Ny5UqioqIAxwBUa9aswWQykZGRwalTp1rdpJOTk8Mvf/lLzGYz4eHhWK1WcnJyuOqqq8jLy+Oll14CYNSoUQwaNIi8vDwmTJhwWe0UEfFm7Yb2hg0b2vy7KyIiIoiIiACgsbGRrVu3MmnSJPr27Uvfvn05depUq2WKioqIjY11vo6NjeXjjz+muLjY+QCG898rKipSaIuIT+vwicgbb7yRBQsW8NBDD13WCjMzM8nIyCA2NvaSd1LW1tYSGBjofB0UFERNTU2r6QCBgYGcO3eu1WeYTCaiIlx/HbnF388t6/F27qyDt9bbCPtCV9rnrmV8TWf3B7O57W7oZh0O7XHjxpGXl0dKSspF+7Y7YubMmaSmprJt2zaSkpLIzs6+aD90r169qKurc76uqamhd+/eraaDI+DPP/JuZrfbO/X4+q6Kighxy3q8nTvr4K31NsK+0JX2dWaZguMVhqiDO3S2Djabvd3g7nBo9+/fn5ycHMaPH8+wYcPo1auX8z2TyeTsX76YwsJCTp48ye23347JZCIxMZHly5dTVFTEiBEj2lzm6quv5ujRo1x11VUAFBQUEBcXx+DBg6moqODs2bOEhoY637vvvvs6ujkiIobU4dB+/fXXnX9f2P/ckSPv8vJyFi1aRFZWFpGRkezbt4+GhgZiYmIuuszkyZPZvHkzEyZMoKysjNzcXF599VVCQkIYO3YsmzZtYs6cOXz++edUVFRwyy23dHRzRC5J14OLN+pwaD/33HOX1S0yZswYZs+eTVpaGjabDYvFwurVq9m9ezcrVqygtraW06dPY7VaiYyMJDMzk9TUVI4ePYrVasXPz4+5c+cyfPhwAJYtW8bixYvZsmULISEhrFmzBovF0uX2SUu+Fli+tj3Sc3U4tBMTE2lsbGyz37ijpk+fzvTp01tNnzhxYpvzBwQE8Oyzz7b53sCBA8nMzOxyW0REjOiSo/xVV1czb948brrpJkaPHs3DDz9MSUmJO9om4hFxMeEtnjze/PrCp5OLeMIlQzsjI4Pt27fT1NSE2Wxm165dLFiwwB1tE/GYhsamVv+JeINLhvZ7773HDTfcwK5duzhw4ACpqans37+fwsJCd7RPRETOc8nQPn36ND/96U/p27cv/v7+zJgxA7vdTmlpqTvaJyIi57nkiUibzdbi5pfm67ObmvTPRZGeQFfceJcOXT1SV1dHVZXjjp7m/9fW1jr/BvTIMfFKF548PP+1wkiMqEOh/cwzz/DMM884X5tMphZPq+nI0KwintLWScQAfz8PtETk8nUotO12+2W9L76tvUvhdDQr0r0uGdr5+fnuaIcYXPPRrJ/ZRJPN8SOuo1mR7tfhOyJFPE390yIKbTEY9U9fHv24GZ9CW6QN+iEQb6XQFrlA89GoRgYUb3TJOyJFRMR76EhbDEXdFtLTKbTFMNRtIaLuEfEwjVMt0jkKbRERA1Foi4gYiPq0xamtbgpX3XWouxtFukahLS1ERAxsc3pp6ffdvi7d3SjSeeoeERExEB1pe4i3XrbmiiNqEek+Cm1xOv8HxFt/VMA72yTiLgptA/HmIPVm6icXX6LQFp+muyjF1yi0RS5CAS/eSFePiIgYiFtDOzc3l6lTp2K1WklOTubIkSMArF+/nsmTJ5OQkMBTTz1FfX09AKdOnWLOnDkkJCQwZcoUXnnlFedn5efnk5SUREJCAklJSXqWpYj0CG4L7ZKSEpYuXUpGRgY5OTlYrVbS09M5cOAAr732Gn/605/Yvn07ZWVlbNy4EYDnn3+eIUOGkJuby5///GeysrL47LPPAJg3bx6zZs0iNzeXhx9+mIULF7prU0REPMZtoe3v78/KlSuJiooCID4+nqKiInJycpgyZQqhoaGYzWaSk5PZvn07AEeOHCE+Ph6AkJAQrr/+eo4cOcLf/vY3Kisr+fGPfwyA1WqlrKyMwsJCd22OW104El7za28aHS/A348Afz/MZrPzbxHpfm47ERkREUFERAQAjY2NbN26lUmTJnHs2DEmTpzonC8mJoajR48CjmDPyckhPj6esrIyDh48yL/8y79w7NgxoqOjW3x+83JDhw511ya5VVu3l3vLjTBdvUJDwS7SeW6/eiQzM5OMjAxiY2NZt24dCxcuxGKxON8PCgqipqYGgMcee4yUlBRuu+02zp07xz//8z8zfPhw8vPzCQwMbPG5gYGBnDt3rtX6TCYTUREhrt0owOLv16X1dHQZs5/pspbvrJq6hi4v25E2NX9+r8CAy15fZ3jzvuBrVAeHztbBbG77u97M7aE9c+ZMUlNT2bZtG0lJSQwePNh54hGgpqaG3r17A/Dkk0+SkJDAL37xC3744QdmzZpFdnY2vXv3pq6ursXn1tbWEhwc3Gp9drudE6VVrt0oHGHQlfV0dBlbk/2ylncnV9bhcnnzvuBrVAeHztbBZrO3G9xu69MuLCx0nkQ0mUwkJiZSXV2NyWRydocAFBQUEBcXB8Cnn35KYmIiJpOJsLAwxo4dy549e7j66qs5duwYNpsNcHS3HDt2zBBdI0bon/ZFBccrdN21+AS3hXZ5eTmLFi3i5MmTAOzbt4+GhgbmzJnjvGqksbGRzZs3c/fddwMwZMgQPvroI8BxJJ2Xl8c111xDXFwcV1xxBe+//z4Ab7/9NtHR0QwZMsRdm2MY+kEQ8S1u6x4ZM2YMs2fPJi0tDZvNhsViYfXq1YwZM4ZHHnmElJQU7HY7t99+O8nJyYDjkr/ly5fzxhtvYLfbGTduHA8++CAAv/3tb1myZAlr166lf//+vPDCC+7alMui26pF5HKY7HZ7252lPiAsLAybzc7+L4tdvq7O9lt1JrTjYsIvevXIpZZ3549DV9bliz9e6st1UB0cOluHG0cOxmw2cebMmTbf19gjPqq9x3mBb4WkSE+i0PZhbT3OC3R9tIiRKbTFo3TEL9I5Cm0fpiNqEd+j0PaQzh5hdvaWdV2lIuKbFNoGoAAWkWZ6CIJ0m4LjFW4bQ0Skp1Joi4gYiEJbRMRA1KdtIOrLFhEdaYuIGIhCW0TEQBTaIiIGotAWETEQhbaIiIEotEVEDEShLSJiIAptEREDUWiLiBiI7oi8DO095Vx3L4qIKyi0L1PzI738zCaabI5nJOvhAyLiKgptH6cjfhHfoj5tEREDUWiLiBiIQltExEAU2iIiBqLQFhExEIW2iIiBuDW0c3NzmTp1KlarleTkZI4cOQLA+vXrmTx5MgkJCTz11FPU19c7l9m8eTMTJ05k3LhxPP300zQ0OJ72XVJSQlpaGgkJCUybNo1du3a5c1NERDzCbaFdUlLC0qVLycjIICcnB6vVSnp6OgcOHOC1117jT3/6E9u3b6esrIyNGzcCsHfvXtavX89bb73Fzp07qa6u5osvvgBgyZIlTJgwgdzcXJYtW8b8+fOpra111+aIiHiE20Lb39+flStXEhUVBUB8fDxFRUXk5OQwZcoUQkNDMZvNJCcns337dgC2bNnCz372M/r160dAQAArV67k1ltvpbKykry8PB588EEARo0axaBBg8jLy3PX5oiIeITbQjsiIoKxY8cC0NjYyNatW5k0aRLHjh0jNjbWOV9MTAxHjx4FID8/n3PnzpGSkkJCQgKrVq2iqamJ4uJiwsPD6d27t3O52NhYioqK3LU5IiIe4fbb2DMzM8nIyCA2NpZ169axcOFCLBaL8/2goCBqamoAqKysZN++fbzyyivU19czc+ZMYmJiGDJkCIGBgS0+NzAwkHPnzrVan8lkIioixGXb42c2tfm3K9fpzSz+fj1225upBg6qg0Nn62A+L0fa4vbQnjlzJqmpqWzbto2kpCQGDx7c4sRjTU2N8wi6T58+3H333YSEODb43nvv5S9/+QsjR46krq6uxefW1ta2OPJuZrfbOVFa5bLtaR4k6vwBowCXrtObRUWE9Nhtb6YaOKgODp2tg81mbze43dY9UlhYyGeffQY4jn4TExOprq7GZDI5u0MACgoKiIuLAyA6Opqqqr9vrNlsxs/Pj8GDB1NRUcHZs2fbXE5ExFe5LbTLy8tZtGgRJ0+eBGDfvn00NDQwZ84c51UjjY2NbN68mbvvvhuAqVOn8uc//5nKykpqa2t59913iY+PJyQkhLFjx7Jp0yYAPv/8cyoqKrjlllvctTkiIh7htu6RMWPGMHv2bNLS0rDZbFgsFlavXs2YMWN45JFHSElJwW63c/vtt5OcnAzApEmTKCwsJDExkaCgICZOnMi9994LwLJly1i8eDFbtmwhJCSENWvWtOgbFxHxRSa73W6/9GzGFBYWhs1mZ/+XxS75/LiY8Is+BKGnjmOtfkzVoJnq4NDZOtw4cjBms4kzZ860+b5uYxcRMRCFtoiIgSi0RUQMRKEtImIgCm0REQNRaIuIGIhCW0TEQBTaIiIGotAWETEQhbaIiIEotEVEDEShLSJiIG5/CIKvCfD383QTRKQHUWhfhvNH8tOIZiLiDuoeERExEIW2iIiBKLRFRAxEoS0iYiAKbRERA1Foi4gYiEJbRMRAfPpp7H5+fthsNvr0CXX5usxmEzabz5ayw1QH1aCZ6uDQ2TpUVp7FbDbT1NTU5vs+fXONxWKhvr4es9nklvW5az3eTnVQDZqpDg6dqYPZbMZisVz0fZ8+0hYR8TXq0xYRMRCFtriV/mEn59P+0HkKbTfSDgomk/o4CwsLsdlsnm6GV9D+0Hk+fSLSWxw/fpyYmBhMJhN2u71H7qibNm2ioqKCG264gREjRjBgwABPN8kj5s2bR79+/ViyZImnm+JR69evp7y8nNGjR3PdddfRv39/TzfJMPx+9atf/crTjfBly5Yt48033yQqKoro6OgeGdxPPPEEX3/9NQEBAXz88ccEBgYyYsSIHleHJUuWUFVVxW9+8xtPN8WjFi9eTGFhIYGBgezcuZOAgACuu+66Hrc/dJWOtF2stLSUQYMGkZWVhd1u57bbbutRwf3BBx9w/PhxNm3aBMAf/vAH3nvvPaZNm9Yjtr/Zc889xxdffMG2bdsA+PDDDzl16hQDBgzgmmuuYfDgwR5uoXt89tlnnDhxgo0bNwLw+9//no0bNzJ16tR2L3OTv1OftgtVVFRQV1fHHXfcQVhYGG+++Sa7du0CcAa3rwsNDWXgwIGUl5cDcOedd1JdXc2zzz7L+vXrKSws9HALXa+yshK73c4dd9zB6dOn2bRpE7/73e/Yu3cvr7/+Os8//zxfffWVp5vpFhaLhZCQEE6fPg1AcnIyFouF8vLyHvF96A7qHnGhXr16MXjwYCZMmEB4eDjffPMN+/btIzQ01NnHXVlZSWBgoKeb6jKNjY1s2LCBU6dO8fXXX7NkyRJ+8pOfEBERwZEjR/j222+5+eabMZvNPnvkHRgYSFRUFPv37+fjjz/mr3/9Ky+99BLTpk3juuuu4/jx45SWlnLTTTcBvnlyzmazYTKZ8PPzw8/Pj+uvv56AgABsNhtbt27lrrvuIjQ0FJPJRHV1tY6626HukW62evVqTp48yZVXXsmtt97KrbfeCsD111+P2Wxmy5YtvPXWW1xxxRUUFxdz8OBBHnvsMQICAjzc8u7TXINBgwYxefJk1q1bR3Z2NocOHWLs2LHMmzcPgC1btvDBBx/47Bf0888/Jz4+HoChQ4fywAMP8F//9V8MGzaM3r1709TURFxcHNHR0ezduxez2Tf/4fub3/yG7777jgEDBnDPPffwwAMPAI4f9IqKChoaGpyBvW3bNgoKCnj00Ud96jvRnXxzL/GQJ598ksLCQuLj42lqaiI9PZ033njD+f7IkSO59957GTx4MPPmzePZZ5/lnnvu8amd8/wa2Gw2Zs+ezcGDB5kzZw6TJk0iNPTv48D4+/tjt9uprq72YItdY+3ataSlpfHKK684p40cOZIFCxZw//33ExwcjJ+f46HQoaGh9O7dm/r6ek8112WefPJJvv32W6xWK2azmVdffZWTJ08CjrGB/P39sVgshIaG8s4777BmzRoSExN96jvR3XSk3U1OnjzJ6dOn+e///m8A6uvrGTFiBAsXLsRms5GSkgI4vri5ublUV1fzyiuvEBcX58lmd6u2ajB8+HAWLVpEfX09N998M2YTAuYAAAdTSURBVEuWLHEeZe7cuZPVq1cTHBzs4ZZ3P5vNxsyZM3n//fdpaGjgF7/4BQCxsbEAFBcXs2PHDioqKti5cycvvviiz/2L48SJE5SUlJCZmQlAVFQUy5cvp6amBnB0A/Xt25fIyEh+/etfs2fPHl566SWGDh3qyWZ7PR1pd5Pw8HAqKyudV0lYLBasViurVq0iIyOD//mf/wHgiy++IC8vj//8z//0qcCGtmswefJkVq5cyapVq6ipqeHll1+mqqqK2tpaXnrpJa699loPt7r72Ww2iouLufnmm1m4cCHZ2dlkZGS0mOfMmTN888032Gw21q5d65N16NWrF3V1dezevRu73c6PfvQjgoODKS4uBqCpqYnGxkaqq6udP1zDhg3zcKu9n05EdhM/Pz8qKys5duwY/fv3JyIiAoCrr74as9nMwYMHGT9+PDabjcTERJ+8xKu9GphMJv73f/+XGTNmMG7cOCZMmEC/fv083GLXMJlMxMfHM3LkSAYNGkRUVBSvvfYaZ86c4ZZbbgEgODgYq9XKHXfc4bN1MJvNDBs2jOHDhztPtr/33nuMHDnS+b1oamriH/7hH/inf/onHWF3kI60u9HEiRP57rvveOedd8jPzwccX+Brr72WEydO0NTURExMDJGRkR5uqetcrAYjRoygpKTk/w+V6/u7XUhICOD418a4ceOYN28e2dnZbNq0iQ8++IDZs2dTVVXl05e5BQYGcsMNNxASEoLNZsNms+Hn5+fc/7Oyspg1axbR0dFcffXVHm6tcfj+t8dFGhsbW7y22WzOE4zFxcW8+eabZGdnA/DDDz9gt9upq6vzRFNdprM1AHyuBtC6DkCLHyaLxcL48eNZvnw5L7zwAs8//zxPP/00ISEhPnV5X1t1aD7ZajKZMJvNBAQE0L9/f7Kzs1m/fj1Llizx6UteXUHjaV8Gm83Gjh07SEhIcA4AZDabOXr0KG+//Ta7du0iKCiI0tJSXnzxRYYPH+7hFnc/1cDh/Dpc7G7XzZs3k5mZybp163zufEazS9UhPT2d/Px8GhoaWLlypfqwu8IuXXbw4EH7tddeaz906JBzms1ms9vtdntdXZ29oqLCfujQIXtpaamnmuhyqoFDW3U434kTJ+xz5861f/XVV25umXtdrA7N+0RWVpb9pz/9qb2goMATzfMJOhHZCc13dTWLjIzEbrdz5MgRRo8e3eKuPj8/P4KCgoiMjPSpS9pUA4fO1AEcXSR33nknV155pSea6zIdrUPzPP369eOee+4hJibGU002PPVpd4LZbMZut/Ppp586p40aNYpDhw5RVVWFyWTy+XGSVQOHztYhMDDQeXLSl3SmDna7ncjISJ8+Ee8OOtLugPOPJt555x1WrFjBoUOHuPbaa7nhhhs4fPgw2dnZTJ482adOLJ1PNXBQHRy6Ugdfroc76UTkJTQ1NeHn54fdbqesrIyamhqCg4N59tlnaWxsJCwsjGnTpvH+++/zs5/9jGuuucbTTe52qoGD6uCgOniWbmNvR/N1pTabjblz53L27Fn69OnDmDFjWLlyJUeOHGHz5s0sXLiQ8vJy+vfv73M7qGrgoDo4qA6ep+6RSzCZTDz++ONcddVVpKenExYWxrvvvsv+/fu5//77+cd//EeGDBlCWFgYkydP9snHJqkGDqqDg+rgYR64YsXrZWVlOf/+/vvv7TNmzLCXlJTY7XbHZWyHDx+2z5o1y/7mm28652tqanJ7O11JNXBQHRxUB++hq0cu8P3335OTk+N88GpkZCTh4eHs2LGDc+fOYbFYGDp0KEOGDHEOMQn41K3ZqoGD6uCgOngXVfUCERERzJ8/n/r6eudOOn78eHbt2sWuXbuoqqoiKCiIfv36UVFRQVNTk8+NH6EaOKgODqqDd9HVI21obGykoKCAl19+mf79+/Pv//7vZGRkkJ+fj8lkYvjw4WRlZfHyyy/77MhkqoGD6uCgOngPnYgEVq1axYEDBwgNDaWmpobw8HAGDBjAsGHD+OSTT9izZw/z588nMjKS+vp66uvrmT9/vk/tnKqBg+rgoDp4rx5/pP3dd99x5513AvDoo4+ybds2xo8f7zzzXV5ezjvvvENYWBjz588HHJc9+VJ/nWrgoDo4qA7erccfaffp04eEhATeffddJk2axBNPPIHFYmHHjh389a9/ZcOGDQQHB/PWW29ht9udD+r1pbu7VAMH1cFBdfBuurkGuOaaa/jDH/5ASkoKfn5+JCUlceedd2K32/n444+pqKigpqaGKVOmAL65c6oGDqqDg+rgxdx/laH3OnDggP26666z//GPf2z1XvPQkr5ONXBQHRxUB++j0L5A8066cePGFtN70g6qGjioDg6qg3dRaLeheSD3N954w9NN8RjVwEF1cFAdvEePv3rkYg4fPkyvXr169CVMqoGD6uCgOngHhbaIiIHowkoREQNRaIuIGIhCW0TEQBTaIiIGotAWETEQhbaIiIEotEVEDEShLSJiIP8PkXj772DV7/kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0, 3140.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': ['g', 'y', 'k'], 'linestyle': '-.', 'linewidths': [1.6, 4, 8]}\n",
      "hlines= [3112.0, 3140.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAEOCAYAAABCYUbWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3dd2BN9//H8ee92YMkRlIiidi0qFVixU6QUrqCSmj9lJavqlUjVaOqWrvSUlQQ2lqtEQmlpVZsqm0aghhRIxKSyL7n98dtUopIuNv78U+594z3effm5eRzP+cclaIoCkIIIcyC2tgFCCGEKD4JbSGEMCMS2kIIYUYktIUQwoxYG7sAfXJwcCAnJ4dSpUoZuxQhhCiWtLQ0bG1tyczMfOD7Fh3aOTk5aDQaNBr9T5BRqVTIRBzpA0gPCkgftEraB41GQ05OzkPft+jQLlWqFBqNwrE/EvW+L093Zy5fS9f7fkyd9EF6UED6oFXSPjSo44NarXro+zKmLYQQZkRCWwghzIiEthBCmBEJbSGEMCMS2kIIYUYktIUQwoxIaAshhBmR0BZCCDMioS2EeKrk5+ez5tuVJJ4/Z+xSHouEthDiqRK5fAljRw3l7bd6k5eXZ+xySkxCWwjx1MjISGfBvM8BOBMfx/q1q41cUclJaAshnhoRS74i+cZ13NzKADD380/IzLxj5KpKRkJbCPFUSE1J4euF8wGYG76U5+o+z9WrV/hm8ZdGrqxkJLSFEE+FRV/NJe32bVq0akPzlv6MmTAZgIXhc0lOvmHk6opPQlsIYfGuXf2b5UsXAfD+qAkA+DVvhX/bDmSkpxH+zzi3OZDQFkJYvAXzPicrK5NOgUHUb9Co8PXRYz9CpVKxasVSs5kCKKEthLBoFxLP892qCFQqFe+NHHfPezVrP0vPV3qRm5vLrBlTjFRhyUhoCyEs2rzZ08nLy+Oll1+nRs3a970/bORY7Ozs2bJpAyePHzVChSUjoS2EsFjxcX/w4/rvsbGx4X/DP3jgMhUrViL0rbcBmP7xhyb/XEsJbSGExZr9+TQUReH13qF4efs8dLlB7wzH1dWNgwf28svObQassOQktIUQFun4scNsj9mCvb0D7/5vZJHLlnZx4Z1/lpkx7SPy8/MNUeJjkdAWQlikWTOmAhD61tuUd/d45PJ9Qt6ikpc3p+PjWL/GdC9vl9AWQlicfXt2sW/PLkq7uDBw0LBirWNnZ1c4h3vOTNO9vF1CWwhhURRFYean2ul7/zfof7i4uhZ73aDuL/Ns3fpc/TuJZUu+0leJT0RCWwhhUX6KieLE8SOUK+9O6Jtvl2hdtVrNmHGTAFgYPoebN5P1UeITkdAWQliM/Px8Zn6mHct+538jcHR0KvE2mrf0p5V/e9LTTPPydgltIYTF2PjDGs7Ex+FZyYvXe4U+9nZGj5uISqUicvkSLiSe112BOiChLYSwCDk5OcybNR2AYe+Pxc7O7rG3VbtOXV56+XWTvLxdQlsIYRG+WxXBxQuJVK1ek+49X3vi7Q0fOQ5bOzs2b1xvUpe3S2gLIczenTsZhY8Re3/UeKysrJ54mxU9vQjtPxCAT6dNNJnL2yW0hRBmb/k3i7hx/Rp16zWgU2CQzrY76N33cXFxJXb/Hnb9vF1n230SEtpCCLN2+9YtFn05F4ARY8JQqVQ627aLqyuDh44ATOfydoOGdkxMDN27dycwMJBevXoRHx8PQHJyMv3796djx44PXE+j0fDqq6/ywQf/3qUrLi6O4OBgAgICCA4OJi4uziDHIIQwLV9/NY/bt27RrHkrWrRqo/Pt9w0dgGclL+L/+pMNa7/V+fZLymChnZSUxMSJEwkPDyc6OprAwEDGjRtHamoqffr0oUaNGg9dd/Xq1SQn3zvJffjw4QwYMICYmBj69evHqFGj9H0IQggTc/3a1cIrF3V9ll3Azt6e4aPGA7DmuxU6335JWRtsR9bWzJw5E09PTwD8/PyYN28eKpWK8PBwrl+/zs6dO+9b79q1a6xYsYLQ0FD+/PNPAP766y/S0tLo0KEDAIGBgUyePJmEhASqVq36xLVePOP2GOuUfD9e1VKKvf+SLKsPxd3/xTPmU2tJly2uknwWjF1rSZharenpMGoUZGZC8+ZQrnSnwt7rutYGz8Hbb0PlyrElOoaHbftJGCy03d3dcXd3ByAvL48NGzbQvn17XFxccHFx4fr16w9cb9q0aQwZMoScnJzC186fP0+lSpXuWc7Ly4uzZ8/qJLSFEKatILDj4qBCBRhWvHtCPTa1GoKD9buP4jJYaBeIiIggPDwcb29vFixYUOSyu3fv5vbt2wQFBbF+/frC1zMzM++bOG9nZ8edO/fflUulUuHp7lyiGh/nrPlxPKyuB+2/JMvqg9SqH5Zcq6211X3r6KLW/wb27Nnwz/ngY9da3GVL6mF9KIpaXfQQj8FDOzQ0lJCQELZs2UJwcDBRUVHY29vft1xWVhYzZsx4YLA7OjqSnZ193/JOTvffZ0BRFC5fS9fdAehQSeoy9jFIrfphybV6ujvrvOb0dBg5Ev76CypWhFmzwOMBt8o2lb4+Th80GqXI4DZYaCckJHD16lWaN2+OSqUiKCiIKVOmcO7cOWrXvv9hm6dOneLvv/+md+/egDaUc3NzuXnzJqNHj+b8+fNoNBrUajV5eXmcP39eZ0MjjzMOpcsPaEn2r48xs5L47/6L6oOp1aqrZf9LF58Fc/4M6GrZ/7qVmsr/hvXkr7+O4eVdmcjvN1LR06tE2zCnvj6MwUK7IGzXrVuHh4cHR44cITc3Fy+vBze9cePGHD58uPDv69ev5+DBg0yfrr23QPny5dm8eTPdunXjhx9+oFKlSvj6+hrkWIQQhnUrNZV+fXry28l/AnvNJipWrPToFS2QwUK7SZMmDBo0iP79+6PRaLC1tWX27NkcPHiQGTNmkJWVxY0bNwgMDMTDw4OIiIgit/f5558TFhbGF198QdmyZfnss88MdCRCCEO6lZpKaO8enPrt+FMf2AAqxVQuqNcDV1dXNBqFY38k6n1f+hi/M0fSB+lBAV304e7A9vbxZeX3G80usEvahwZ1fFCrVaSmpj7wfbmMXQhhkiwhsPXB4LNHhBDiUW6lphLS+yV+/+0E3j6+RK7ZRIUKnsYuyyTImbYQwqSkpqRIYBdBQlsIYTJSU1II7dNDArsIEtpCCJNwd2D7VK4igf0QEtpCCJMw67OphYG98vuNEtgPIaEthDA6RVH4KSYKgLkLlkhgF0FCWwhhdL+fOsm1a3/j8UxFnq1b39jlmDQJbSGE0f28IwaAtu076uVBBpZEQlsIYXS/7NgGQJt2nYxciemT0BZCGNWN69c4cfwItnZ2NG/pb+xyTJ6EthDCqHb9/BMAfs1b4eh4/z3xxb0ktIUQRrXzn/FsGRopHgltIYTR5OTksGf3zwC0bR9g5GrMg4S2EMJoDh/cT0Z6GtVr1KKSl7exyzELEtpCCKPZ+dM/U/06yFl2cUloCyGM5ped2ql+bWU8u9gktIUQRnHu7BnOn0vAxcWVBo1eMHY5ZkNCWwhhFD//c0GNf9sOWFvL81iKS0JbCGEUP8tUv8cioS2EMLi0tNscit2HWq2mdZsOxi7HrEhoCyEMbs/un8nLy6NhoxdwdXMzdjlmRUJbCGFwBTeIkql+JSehLYQwKI1Gw88y1e+xSWgLIQzq5Imj3Ey+gWclL6rXrG3scsyOhLYQwqAKh0baB8gDDx6DhLYQRpaXl8fZhNNkZWYauxSD2Fn4lBoZGnkcMqNdCAO7lZrK8WOHOHr4IEePHOTEsSPcuZOBrZ0djZs0o0WrNrRo2YY6z9VDrbas86q/ryTxx6mTODg40syvlbHLMUsGDe2YmBjCw8PJzs7Gzc2NSZMmUaNGDZKTkxk5ciSXLl1i+/bthcunp6fz0UcfcerUKRRFoUuXLgwbNgyApKQkxo8fT1JSEo6OjowZM4ZmzZoZ8nCEeCRFUUg8f5Yjh2I5euQgRw/Hcjo+7r7lPDwqcPXqFfbt2cW+Pbv4jEm4uZXBr4U/LVprQ9wS7oL3y8/an2+/Fq2xs7c3cjXmyWChnZSUxMSJE1m3bh2enp5EREQwbtw4Fi9eTJ8+ffD39+fSpUv3rDNr1ixsbGyIiorizp07vPTSSzRu3JgWLVoQFhaGv78//fr14+TJkwwePJgdO3ZgLx8EYUSKorB//z6it/1cGNQpN5PvWcbG1pZ69RvQsNELNGzUlIaNX6BsufLcvJnM/j272PPrL+z99WeSLl8iavMGojZvAMCnchVatGpDy1Ztada8FaVdXIxxiE+kYDy7nUz1e2wGC21ra2tmzpyJp6cnAH5+fsybNw+VSkV4eDjXr19n586d96zTsWNHKleujFqtxtnZmVq1anH69Gnq1atHbGws8+fPB6BevXpUqFCB2NhY/P3lGXPCeCKWLmTqR2Pvea1sufI0atyUho21Af3sc/Wxs7O7b90yZcrStVtPunbrWXiGvmf3z+z99Rf279tN4vmzJJ4/y6oVS1Gr1dSt35D/DR+Df1vzuKIwOyuLvb/+AoB/u47GLcaMGSy03d3dcXd3B7RfvGzYsIH27dvj4uKCi4sL169fv28dPz+/wj+np6dz7Ngx3nrrLRITE3Fzc8PR0bHwfW9vb86dOyehLYyq4Ky4c9BLtOsQQMNGTfH2qVziWRIqlYrKvlWp7FuVN0IHkJeXx8kTR9n36y72/vozx44e4sSxw/zvnTfZ/stB3D2e0cfh6FTsgb1kZt6h9rN1qVDB09jlmC2DfxEZERFBeHg43t7eLFiwoFjr5OTkMGLECNq1a0eDBg04fPjwfWcqdnZ23Llz5751VSoVnu7OOqm9KLbWVgbZj6l7mvuQnJzM8aOHsbGxIWLZUkqVKqXT7ftUbMeLndsBk0hLSyPkjT5ER29lwZyPWbzkG53uSxf++1k4uE/7m3T3bi8+VZ+Rkv5MqNVF/wNv8NAODQ0lJCSELVu2EBwcTFRUVJHj0BkZGQwdOhQPDw8mTZoEgIODA9nZ2fcsl5WVdc+ZdwFFUbh8LV23B/EAnu7OBtmPqXua+7Dph01oNBr8/dtwO1PF7Ux99kHFqPEfs2PnDiJXrqT7K31paGL3pL77s6AoCps3bwagUbM2T9VnpKQ/ExqNUmRwG2w+UUJCAvv27QO0Z79BQUFkZGRw7ty5h66Tl5fHkCFDqFatGp988knh9CcfHx9SUlK4fft24bJnzpyhWrVq+j0IIYpQMDMiIDDQIPvzqezLgIFDAJgcNob8/HyD7PdxnDn9F5cuXqBM2XLUq9/Q2OWYNYOF9s2bNxk9ejRXr14F4MiRI+Tm5uLl5fXQdVasWIGTkxPjxo2753VnZ2datGhBZGQkAPv37yclJYUXXjCtMw3x9MjPz2f3LzsACAzsbLD9Dh76Ph7PVOTUb8dZ+32kwfZbUgX3zvZv2wErKysjV2PeDDY80qRJEwYNGkT//v3RaDTY2toye/ZsDh48yIwZM8jKyuLGjRsEBgbi4eFBREQE3377LZmZmQTedeYSGBjIe++9x6RJkxgzZgzr16/H2dmZefPmYWtra6jDEeIev508RsrNZLy8fahRsyZJ1zMMsl9HRyfGTpjMe0MG8Pn0yQR27oaLq6tB9l0SP9916bp4MgYd037jjTd444037nu9Xbt2D1w+Jibmodt65plniIiI0FltQjyJX3Zqh0b823Y0+P00unbrSeSKpRyK3cfcWZ/w4eRPDbr/R7mVmsrRw7FYW1vTqnVbY5dj9izrGlkhjGTXP6Hdxgjzj1UqFR9Ono5arSZy+RL++vN3g9dQlF937SA/P5/GL/hRqrT5XRBkaiS0hXhCN65f47eTx7Czs6epX0uj1FC7Tl16932T/Px8Jk/8AEVRjFLHg/x7gygZGtEFCW0hnlDBF5DNmrfEweH+aaeG8t6Icbi5lSF2/x62bvnRaHXcLT8/n90//wTIXf10RUJbiCdUOJ5t5EuzXd3ceH/0BAA+mTKBO3cM82VoUY4fPURqago+lavgW0Wm5OqChLYQTyAvL49fd2vPtNu0Nf6Z5Gu9QqjzXD2uJF1mUfhcY5dzz72z5YEHuiGhLcQTOHbkIGm3b1OlanW8fSobuxysrKyY+M/skUVfzeNC4nmj1vOLTPXTOQltIZ5AwVWQ/m1N5651jZo0o3vP18jJzmba5PFGq+PChQv8FfcHTk7ONGna3Gh1WBoJbSGegDGn+hVl9NiPcHJy5qdtUYVflBpa9NYoAFq2bisXvumQPG7sAaotcSv2smfeSgHA4RObe/7+ONsoWMect5E5Ntck6jDINm4BfwI2EPpHD4g3sWPxA36CN997hT8OXsXW1tawdfxzVX2M7aaHrmOy/291tI2C13RJzrSFeFxn/vlvFUzz9KcZUAZIhuXfLDLsvnOAgnvByaQRnVIppjQLX8dcXV3RaBSO/ZGo9309zbckvdvT1IfBA95ge8wWpk6fTXCffoWvm1IPdv28nbdCXsPJuZRBH5aw86doBvbvRb36DVm/2TjDM6aipJ+HBnV8UKtVpKamPvB9OdMW4jFkZ2ezb88uAFqb8OO+/Nt2pF2HQDLS0/hs+iSD7bfg4p42ckGNzpUotDUaDTt27GDRokWcP3+e27dv3/cwXiGeBkcOHSAjI52atepQsWIlY5dTpHEffoyNrS0b1n7L0SMH9b6/L+Z8xoa136JSqQjs/KLe9/e0KXZoX7lyhY4dOzJkyBBmz57NpUuXiI+Pp3v37pw8eVKfNQphcgpuNWoOZ5KVfasY5GEJiqIw5/NpzJk5DbVazdeLl1CjVh297OtpVuzQHjduHFlZWbzzzjuFN6MpeLjuZ599prcChTBFu/6Zn93GhOZnF2XQkOF6fViCoih8/ulkvpj7GVZWVnw+5yv6vNFX5/sRJQjtgieh9+rVq/C1qlWrEhISwp9//qmX4oQwRYnnz3E24TSlSpemgYk9l/FhnJycGTthMqA9216x7Gud3QlQURQ+mRLGwgVzsLa2ZvYXi+nW41WdbFvcr9ih7ebmRlJSUuH9Awr+e+rUKZycnPRTnRAmaNcv2rPsVq3bY21tinP9Hqxrt570eqMf2dlZTAobzcA3e5F84/oTbVNRFKZM/IClXy/AxsaGeeHf0CXoJR1VLB6k2KHt5+dHZGQk/fv3R6VSMWfOHNq3b8+2bdto3bq1PmsUwqSY6lWQj6JSqZjyyWzmhi+ltIsLP/8UQ9dOLR/7ikmNRsPEcSNY/s0ibGxtWbBoOZ06B+m4avFfxQ7tMWPG0KhRI+Lj41EUhd9++43Lly/TqFEjRo8erc8ahTAZmZl3OLBvDwCt27Q3cjWPp+uLPdgc8ytNmjbnxvVrvNn3FaZ+NI7srKxib0Oj0TDhg+GsWvkNtnZ2fLU4knYdDPMU+qddsX+3c3FxYeXKlcTFxXH27Fns7e3x9fXF19dXn/UJYVJi9+8hOzuLuvUaUK68u7HLeWwVPb1Y+d1GFn05l7kzP2HZki85sG83s+Z/TY2atYtcNz8/n7Ejh7J+7Wrs7R1YuHQVLVq1MUzhomTztI8cOUJcXBxdunShXbt2bN26ldjYWH3VJoTJMZUHHuiClZUVg4e8z/cbYvCpXIW4P3+nR9d2RX5JmZeXx6j3BrF+7WocHBxZvPx7CWwDK3Zo79y5k9DQ0HtCes+ePfTv35+dO3fqpTghTImiKPyy85/52RYQ2gXqPd+QjdG7eOX1N4r8kjI3N5f3hw5k4w9rcXJyZumKNTQz0jMxn2bFDu0vvviCZ555hldf/Xcqz7Bhw6hUqRILFizQS3FCmJKzCae5dPECbmXKUrdeA2OXo1NOTs5M/3w+87785p4vKXf983zHnJwchr3zJlGbN+BcqhTfRK6Te2QbSbFD++zZs/Tt25eGDRsWvta0aVN69+7N2bNn9VKcEKakYGikdZv2WFlZGbka/egS9BKbt+2hqV9Lbly/xlshrzL1o7EMeTuUbdGbKe3iQkTkBhqayfx0S1Ts0HZ1dWX37t1kZmYWvpaWlsaOHTtwdnbWS3FCmBJzuwrycVWsWInlq39g5AcfYm1tzbIlX7Hzp2hcXd1YvvpH6jdoZOwSn2rFnj0SHBzMnDlzaNasGRUrVkSj0ZCUlEReXh5vv/22PmsUwujS09M4FLsPtVpNS/92xi5H76ysrBj07nBatGzDyPcGkXb7NktWfE/tOnWNXdpTr9ihPXDgQNLS0li5ciXnzmnvbm5tbU3v3r0ZOnSo3goUwhTs37Ob3NxcGjZ+ATe3MsYux2Dq1m9A9M4D5OXlYWNjY+xyBCUIbbVazahRoxg2bBiJiYnk5+fj5eUll7CLp8IvT8nQyIOoVCoJbBNSZGgfOnQIX19fypUrx6FDh+57/48//ij8c5MmTR65s5iYGMLDw8nOzsbNzY1JkyZRo0YNkpOTGTlyJJcuXWL79u2Fy+fk5DBp0iQOHz6MlZUVwcHBhISEAJCUlMT48eNJSkrC0dGRMWPG0KxZs2IfuBDFpZ3qVzA/2/RvxSosW5GhHRISwtSpU3n55Zfp27dv4U2i/kulUt0T4A+SlJTExIkTWbduHZ6enkRERDBu3DgWL15Mnz598Pf3v++BCsuWLePWrVts3bqVW7du8fLLL9OgQQPq1q1LWFgY/v7+9OvXj5MnTzJ48GB27NiBvb19CVsgRNH+ivudq38n4e7+DHWelTFdYVxFhnbjxo0pV64cULwz6SJ3ZG3NzJkz8fT0BLQ3oJo3bx4qlYrw8HCuX79+30U60dHRvPfee6jVatzc3AgMDCQ6OprKlSsTGxvL/PnzAahXrx4VKlQgNjYWf3//J6pTiP8qnOrXtsNDT1yEMJQiQ3vFihUP/PPjcHd3x91de6+GvLw8NmzYQPv27XFxccHFxYXr1++/ReS5c+fw9vYu/Lu3tze7du0iMTGx8AEMd7937tw5CW2hc+Z6Vz9hmYr9RWSDBg0YOXIkffr0eaIdRkREEB4ejre39yOvpMzKysLOzq7w7/b29mRmZt73OoCdnR137ty5bxsqlQpPd/3PI7e1tjLIfkydpfUhJSWFo0cOYm1tzSs9uuLi8uhjs7QePC7pg1ZJ+6BWF/3bXLFDu1WrVsTGxtK7d+8n+hUxNDSUkJAQtmzZQnBwMFFRUQ8dh3ZwcCA7O7vw75mZmTg6Ot73OmgD/u4z7wKKopTo8fWPy9Pd2SD7MXWW1octmzaTn59PU7+WpGdbkV6MY7O0Hjwu6YNWSfug0ShFBnexQ7ts2bJER0fTunVratSogYODQ+F7KpWqcHz5YRISErh69SrNmzdHpVIRFBTElClTOHfuHLVrP/hWkFWqVOHs2bNUrlwZgDNnzlCtWjV8fHxISUnh9u3blC5duvC9l19+ubiHI0SxyNCIMDXFDu3Vq1cX/vm/48/FOfO+efMmo0ePZt26dXh4eHDkyBFyc3Px8vJ66DqdO3dm1apV+Pv7k5ycTExMDIsXL8bZ2ZkWLVoQGRnJ4MGD2b9/PykpKbzwgtwPQeiORqNh1y/aGyb5P4Xzs4VpKnZoT5s27YmGRZo0acKgQYPo378/Go0GW1tbZs+ezcGDB5kxYwZZWVncuHGDwMBAPDw8iIiIICQkhLNnzxIYGIiVlRVDhgyhVq1aAEyaNIkxY8awfv16nJ2dmTdvHra2to9dnxD/9ftvJ0i+cZ2KnpWoXqOWscsRAgCVUsxHMufk5JCXl/fAcWNT5erqikajcOyPRL3vS8bvtCylD0mXL/LpxxPZsmkDvd/oz+RPZhV7XUvpwZOSPmiVtA8N6vigVqtITU194PuPPNPOyMhgwoQJbN++HY1GwwsvvMC0adOoWLFi8asWwgxkZt4hZusm1q9Zzf69u1EUBZVKRddu8l2JMB2PDO3w8HC2bt2KSqXCysqKAwcOMHLkSFatWmWI+oTQK0VROHo4lnVrVrNl0wYy0tMAsLWzo1NAV4Lf6E9TvxZGrlKIfz0ytDdt2kT9+vVZtGgRTk5OzJgxgxUrVpCQkEDVqlUNUaMQOpd0+SI/rPuOdWtWk3j+34d4PN+wCS+/2ouuL/aktIuLESsU4sEeGdo3btxg4MCBuPzzAe7bty/Lly/n2rVrEtrCrGRm3mF79BbWrVnFvj27Ch9e6+7+DC+98jovv9qbqtVqGLlKIYr2yNDWaDT3XPxSMD87Pz9ff1UJoSPZWVns+fVntm3dTEz0JtLT/h3+6NipCz1f7U2LVm2wti72RCohjKpYn9Ts7GzS07Xffhb8Nysrq/DPgDxyTJiMtLTb7Nq5nZjozezauZ07dzIK36v/fCNefq03XV/siYurqxGrFOLxPHLKX61atR45P7s4t2Y1BpnyZzh//P4bI/43kM6dA3nnvfEGP3NNTr7Bju1b2bZ1E3v37CI3J6fwvWfr1icgMIiALt0MMvzxtH8WCkgftAw+5Q/gUVO5iznVW1iopMsXGRDyGteu/c3p+DhO/R7HnAWLcXTU71ONkpIusT16CzFbN3H44H40Gg2gPYlo8oIfnTq/SMeArlTy8n7EloQwH48M7bi4OEPUIczU7Vu3eOufwK5XvyEXL5xj50/R9H29O4u+WU3ZcuV1uj+NRsO3kctY+10kJ08cLXzdxsaGlq3b0qnzi3To2Jly5d11ul8hTIV8+yIeW05ODu++HcLp+DiqVq/JNyvXYaVJJyioKyeOH+GV7p34ZuVaKvvqZpZRUtIlxrz/Lvv37gbAwcGR1m07EBAYRNv2nShVWqboCcunNnYBwjwpisL4McPYv3c35d09WLr8e1xcXalZqxZrftjGc3Wf5+KF87zavRNHjxx84v1t/nEdQZ1asn/vbsqULcfMeQs5eOI0CxZG0K3HqxLY4qkhoS0ey7zZn7Jh7bc4ODjy9Tff4lnp33Hj8u4eRK7ZRJt2HUlJuUnf17uzPXrLY+3n9q1bvD/0/3hvyABu37pF2w4BRG3fS/cer+HgYD73wRFCVyS0RYmt/S6S+bM/Ra1WMzd8Cc/Ve/6+ZZycnPlqySpe7x1KdnYW7wzsy/Jli0q0n/37fqVrpxZs/GEtDg6OTJ0+m0VLV9TiWYUAABqESURBVMt4tXiqSWiLEtn76y9M+OA9ACZOmUG7DoEPXdba2pqp02czfOR4FEVhctgYpk8NK5zl8TDZ2dlMnxpGSHB3riRdpv7zjdgYvYvgPv3kwbriqSehLYot7s9TvDMwhLy8PAYO/h99Qt565DoqlYp3h43ks9lfYm1tzeKFXzB8yID7HhdXID7uD15+sT2LF36BWq1myHuj+Xb9VnyrVNP14QhhliS0RbH8fSWJt0JeJyM9ja4v9mDkBxNLtH6PV4JZHPE9Ts6l2LJpA/369OTWXRcPaDQaln4dzktB7Yj783e8fXz5dv1W3hsxFhsbG10fjhBmS0JbPFJa2m3+r9/rXP07icZNmjFjVjhqdck/Oi1bt+XbdVvw8KjAodh9vNYzkMuXLnDlymX69enJtMnjycnO5rVeIWyK2U2Dhk30cDRCmDeZpy2KlJuby9BB/fnzj1P4VqnGl0sisbvrBmIlVbtOXdZs3MZbfV/ldHwcr3TvRE52NrdupeJWpizTZsyjY0AXHR6BEJZFzrTFQymKwofjRrBn907KlC3HkuVrcHMr88TbrVixEt+tj6ZZ81Zcv3aVW7dSadOuI1Hb90pgC/EIcqYtHurL+TNZ8+0K7O0dWPTNarx9Kuts26VdXFiyfA2Lv5pPhYqe9HglWGaGCFEMEtrigX5Y/x2zPvsYlUrF7Plf83yDxjrfh52dHe8OG6nz7QphyWR4RNwndv9exo4cCsCEjz6hY2BXI1ckhCggoS3ucfFCIkPeDiE3N5d+bw0i9M23jV2SEOIuEtqiUHp6Gm+/2YuUlJu0btOesWFTjV2SEOI/JLQFoL24ZdR7g4n/60+qVK3OnC+WYGVlZeyyhBD/IaEtAJg3azrbY7ZQqnRpFi5dRWkXudWpEKZIQluwZdMGvpj7GWq1mnnh38h9PoQwYRLaT7nfT51kzPvvAjA2bCqt/NsZuSIhRFEMGtoxMTF0796dwMBAevXqRXx8PADLli2jc+fOBAQEMH78eHL+eZL29evXGTx4MAEBAXTp0oVFi/69H3NcXBzBwcEEBAQQHBwsz7J8DDeuX2PQW73Jysrkldf60O+tQcYuSQjxCAYL7aSkJCZOnEh4eDjR0dEEBgYybtw4jh8/zvLly/nuu+/YunUrycnJrFy5EoDp06fj6+tLTEwM33//PevWrWPfvn0ADB8+nAEDBhATE0O/fv0YNWqUoQ7FImRnZ/POwL5cSbpMg0ZNmDRtplyRKIQZMFhoW1tbM3PmTDw9PQHw8/Pj3LlzREdH06VLF0qXLo1araZXr15s3boVgPj4ePz8/ABwdnbmueeeIz4+nr/++ou0tDQ6dOgAQGBgIMnJySQkJBjqcMyaoihMHD+So4cP8kyFioQvWoGdnZ2xyxJCFIPBQtvd3Z0WLVoAkJeXx4YNG2jfvj3nz5/H2/vf5wt6eXlx9uxZQBvs0dHR5OXlcfXqVU6cOEGzZs04f/48lSpVumf7d68nihaxdCFrv1uJvb0DXy1ZRXl3D2OXJIQoJoPfeyQiIoLw8HC8vb1ZsGABo0aNwtbWtvB9e3t7MjMzARg6dCi9e/emWbNm3LlzhzfffJNatWoRFxd335mhnZ0dd+7cuW9/KpUKT3dn/R4UYGttZZD9PKmftm9n2uTxACxavJiA9i10un1z6YM+SQ+0pA9aJe2DWl30MKXBQzs0NJSQkBC2bNlCcHAwPj4+hV88AmRmZuLoqH3K9tixYwkICODdd9/l1q1bDBgwgKioKBwdHe97XFVWVhZOTk737U9RFC5fS9fvQQGe7s4G2c+TOH8ugT59eqHRaHhn6Aia+3fRec3m0Ad9kx5oSR+0StoHjUYpMrgNNjySkJBQ+CWiSqUiKCiIjIwMVCrVPcMaZ86coVo17TzhvXv3EhQUhEqlwtXVlRYtWnDo0CGqVKnC+fPnCx8Qm5eXx/nz56lataqhDueJrf0ukk8//pArVy4bZH9pt2/x9pu9uX3rFh06deG9keMMsl8hhG4ZLLRv3rzJ6NGjuXr1KgBHjhwhNzeXwYMHF84aycvLY9WqVXTtqr2rnK+vLz///DOgPZOOjY2levXqVKtWjfLly7N582YAfvjhBypVqoSvr6+hDueJnDx+lLGjhvL1V/Np36oRn0wJIyXlpt72l5+fz/Ch/0fCmXiq16jF53O/eqzHhQkhjE+lKIpiqJ2tXLmSVatWodFosLW1ZcSIEfj7+7N8+XIiIyNRFIXmzZszYcIErK2tiY+PZ8qUKVy7dg1FUWjVqhVjx47F2tqav/76i7CwMFJTUylbtixTp06970zb1dUVjUbh2B+Jej+24v4KlJ+fzyvdOvLbyWNUqVqdswmnAXAuVYoBA4fS//8G4+Sk23HAGdMmsujLebi5lWHdph06fZjBf8mvxNKDAtIHrZL2oUEdH9RqFal3Pfj6bgYNbUMzxdBetWIpH44bgcczFdn2SyznziYw89Mp/LprBwBly5XnnaEjCO7T74mm4WVnZbF3zy9Eb9nI+rWrsba2ZtmqDTTza/nY2ywO+UGVHhSQPmjpOrTld2QDSr5xnc8/nQzAhI+m4eTkzHN16/PNyrWs/H4TzzdsQvKN60yZ+AGd2jRhw9pvyc/PL/b2b6Wm8uOG73n37VCa1K/GwP69WL92NQAfTv5U74EthNA/edyYAc2Y9hG3b92iZet2BHbpds97zfxasuaHGH7atpVZM6ZwOj6OUcMHs+jLubw/agIdAro88IrFK1cu81NMFD9tiyJ2/x7y8vIK33uu7vN0DOhKp85BVK9RS+/HJ4TQPwltAzly6ADr1qzCxtaWj6bOeGAAq1QqOgZ0oV2HADb+sIa5Mz/hdHwcg//vDeo3aMyosRNp2qwFZ07/xfaYLWyP3sJvJ48Vrm9lZYVfi9Z0DOhKh06dqejpZchDFEIYgIS2AeTl5fHhuBEADBz0Pyr7Fj010crKih4vB9MlqAffrYrgi7mfceLYYd547UXKu3tw/drVwmXt7R1o3aY9HQO70rZdAK5ubno9FiGEcUloG8DybxbxV9wfeHn7MHjI+8Vez87OjpD+A3n5td4sW/wVXy+cx/VrV3FzK0O7DoF0DOxKi1ZtcHBw1GP1QghTIqGtZ1f/vsLcWdMBCJs0HXsHhxJvw8nJmXeHjeSN0AFcunSBmrXqYG0t/+uEeBrJT76efTJlAhnpabTv2Jl2HQKfaFsurq64uLrqqDIhhDmSKX96tG/PLjZvXI+9vQNhk6YbuxwhhAWQ0NaT7OxsPpqgfTDDO/8bQSUv70esIYQQjyahrSdLv17A2YTT+FapxlsDhxi7HCGEhZDQ1oNLFy+wYO7nAHw09TN5KowQQmcktPVg6kdjycrKpOuLPWjRqo2xyxFCWBAJbR3b+VM0P22LwsnJmbFhU41djhDCwkho61BWZiZTJn4AwLARY3mmQkUjVySEsDQS2jr01YLZXLyQSM1adQjpP9DY5QghLJCEto6cOX2ahV/OBWDSx5/LFYtCCL2Q0NYBRVF4f/h75Obk0POVXjR+wc/YJQkhLJSEtg5ER21k+/ZtlHZxYcz4ScYuRwhhwSS0deDTjz8EYMToMMqWK2/kaoQQlkwGXp+QoihUqFiJenXrEtynn7HLEUJYOAntJ6RSqVi9dos8xFQIYRAyPCKEEGZEQlsIIcyIhLYQQpgRCW0hhDAjEtpCCGFGJLSFEMKMSGgLIYQZMWhox8TE0L17dwIDA+nVqxfx8fEALFu2jM6dOxMQEMD48ePJyckpXGfVqlW0a9eOVq1a8eGHH5KbmwtAUlIS/fv3JyAggB49enDgwAFDHooQQhiFwUI7KSmJiRMnEh4eTnR0NIGBgYwbN47jx4+zfPlyvvvuO7Zu3UpycjIrV64E4PDhwyxbtoy1a9eyc+dOMjIyOHr0KABhYWH4+/sTExPDpEmTGDFiBFlZWYY6HCGEMAqDhba1tTUzZ87E09MTAD8/P86dO0d0dDRdunShdOnSqNVqevXqxdatWwFYv349r7/+OmXKlMHGxoaZM2fStGlT0tLSiI2N5bXXXgOgXr16VKhQgdjYWEMdjhBCGIXBQtvd3Z0WLVoAkJeXx4YNG2jfvj3nz5/H29u7cDkvLy/Onj0LQFxcHHfu3KF3794EBAQwa9Ys8vPzSUxMxM3NDUdHx8L1vL29OXfunKEORwghjMLg9x6JiIggPDwcb29vFixYwKhRo7C1tS18397enszMTADS0tI4cuQIixYtIicnh9DQULy8vPD19b3vCed2dnbcuXPnvv2pVCo83Z31e1CArbWVQfZj6qQP0oMC0getkvZBrVYV+b7BQzs0NJSQkBC2bNlCcHAwPj4+93zxmJmZWXgGXapUKbp27Yqzs/aAe/bsyZ49e6hTpw7Z2dn3bDcrK+ueM+8CiqIY5EZOcsMoLemD9KCA9EGrpH3QaJQig9tgwyMJCQns27cP0J79BgUFkZGRgUqlKhwOAThz5gzVqlUDoFKlSqSn/3uwarUaKysrfHx8SElJ4fbt2w9cTwghLJXBQvvmzZuMHj2aq1evAnDkyBFyc3MZPHhw4ayRvLw8Vq1aRdeuXQHo3r0733//PWlpaWRlZbFx40b8/PxwdnamRYsWREZGArB//35SUlJ44YUXDHU4QghhFAYbHmnSpAmDBg2if//+aDQabG1tmT17Nk2aNOGtt96id+/eKIpC8+bN6dWrFwDt27cnISGBoKAg7O3tadeuHT179gRg0qRJjBkzhvXr1+Ps7My8efPuGRsXQghLpFIURTF2Efri6uqKRqNw7I9Eve9Lxu+0pA/SgwLSB62S9qFBHR/UahWpqakPfF8uYxdCCDMioS2EEGZEQlsIIcyIhLYQQpgRCW0hhDAjEtpCCGFGJLSFEMKMSGgLIYQZkdAWQggzIqEthBBmREJbCCHMiIS2EEKYEQltIYQwIxLaQghhRiS0hRDCjEhoCyGEGZHQFkIIMyKhLYQQZkRCWwghzIiEthBCmBEJbSGEMCMW/TR2KysrNBoNpUqV1vu+1GoVGo3FtrLYpA/SgwLSB62S9iEt7TZqtZr8/PwHvm+tq8JMka2tLTk5OajVKoPsz1D7MXXSB+lBAemDVkn6oFarsbW1fej7Fn2mLYQQlkbGtIUQwoxIaAuDkl/sxN3k81ByEtoGJB9QUKlkjDMhIQGNRmPsMkyCfB5KzqK/iDQVFy9exMvLC5VKhaIoT+UHNTIykpSUFOrXr0/t2rUpV66csUsyiuHDh1OmTBnCwsKMXYpRLVu2jJs3b9K4cWOeffZZypYta+ySzIbVRx999JGxi7BkkyZNYs2aNXh6elKpUqWnMrg/+OADTp8+jY2NDbt27cLOzo7atWs/dX0ICwsjPT2dTz/91NilGNWYMWNISEjAzs6OnTt3YmNjw7PPPvvUfR4el5xp69m1a9eoUKEC69atQ1EUmjVr9lQF97Zt27h48SKRkZEALF26lE2bNtGjR4+n4vgLTJs2jaNHj7JlyxYAduzYwfXr1ylXrhzVq1fHx8fHyBUaxr59+7h8+TIrV64EYMmSJaxcuZLu3bsXOc1N/EvGtPUoJSWF7OxsWrZsiaurK2vWrOHAgQMAhcFt6UqXLs0zzzzDzZs3AWjbti0ZGRl8/PHHLFu2jISEBCNXqH9paWkoikLLli25ceMGkZGRzJ07l8OHD7N69WqmT5/On3/+aewyDcLW1hZnZ2du3LgBQK9evbC1teXmzZtPxc+DLsjwiB45ODjg4+ODv78/bm5uXLhwgSNHjlC6dOnCMe60tDTs7OyMXare5OXlsWLFCq5fv87p06cJCwujU6dOuLu7Ex8fz6VLl2jUqBFqtdpiz7zt7Ozw9PTk2LFj7Nq1i99//5358+fTo0cPnn32WS5evMi1a9do2LAhYJlfzmk0GlQqFVZWVlhZWfHcc89hY2ODRqNhw4YNdOzYkdKlS6NSqcjIyJCz7iLI8IiOzZ49m6tXr1KxYkWaNm1K06ZNAXjuuedQq9WsX7+etWvXUr58eRITEzlx4gRDhw7FxsbGyJXrTkEPKlSoQOfOnVmwYAFRUVGcPHmSFi1aMHz4cADWr1/Ptm3bLPYHdP/+/fj5+QFQtWpVXn31Vb766itq1KiBo6Mj+fn5VKtWjUqVKnH48GHUasv8xffTTz/lypUrlCtXjm7duvHqq68C2n/QU1JSyM3NLQzsLVu2cObMGd555x2L+pnQJcv8lBjJ2LFjSUhIwM/Pj/z8fMaNG8e3335b+H6dOnXo2bMnPj4+DB8+nI8//phu3bpZ1Ifz7h5oNBoGDRrEiRMnGDx4MO3bt6d06X/vA2NtbY2iKGRkZBixYv344osv6N+/P4sWLSp8rU6dOowcOZJXXnkFJycnrKysAO0QkqOjIzk5OcYqV2/Gjh3LpUuXCAwMRK1Ws3jxYq5evQpo7w1kbW2Nra0tpUuX5scff2TevHkEBQVZ1M+ErsmZto5cvXqVGzdu8PXXXwOQk5ND7dq1GTVqFBqNht69ewPaH9yYmBgyMjJYtGgR1apVM2bZOvWgHtSqVYvRo0eTk5NDo0aNCAsLKzzL3LlzJ7Nnz8bJycnIleueRqMhNDSUzZs3k5uby7vvvguAt7c3AImJiWzfvp2UlBR27tzJnDlzLO43jsuXL5OUlERERAQAnp6eTJkyhczMTEA7DOTi4oKHhweTJ0/m0KFDzJ8/n6pVqxqzbJMnZ9o64ubmRlpaWuEsCVtbWwIDA5k1axbh4eH89NNPABw9epTY2Fi+/PJLiwpseHAPOnfuzMyZM5k1axaZmZksXLiQ9PR0srKymD9/PjVr1jRy1bqn0WhITEykUaNGjBo1iqioKMLDw+9ZJjU1lQsXLqDRaPjiiy8ssg8ODg5kZ2dz8OBBFEWhbt26ODk5kZiYCEB+fj55eXlkZGQU/sNVo0YNI1dt+uSLSB2xsrIiLS2N8+fPU7ZsWdzd3QGoUqUKarWaEydO0Lp1azQaDUFBQRY5xauoHqhUKn799Vf69u1Lq1at8Pf3p0yZMkauWD9UKhV+fn7UqVOHChUq4OnpyfLly0lNTeWFF14AwMnJicDAQFq2bGmxfVCr1dSoUYNatWoVftm+adMm6tSpU/hzkZ+fz/PPP89LL70kZ9jFJGfaOtSuXTuuXLnCjz/+SFxcHKD9Aa5ZsyaXL18mPz8fLy8vPDw8jFyp/jysB7Vr1yYpKemfW+Va/sfO2dkZ0P620apVK4YPH05UVBSRkZFs27aNQYMGkZ6ebtHT3Ozs7Khfvz7Ozs5oNBo0Gg1WVlaFn/9169YxYMAAKlWqRJUqVYxcrfmw/J8ePcnLy7vn7xqNpvALxsTERNasWUNUVBQAt27dQlEUsrOzjVGq3pS0B4DF9QDu7wNwzz9Mtra2tG7dmilTpvDZZ58xffp0PvzwQ5ydnS1qet+D+lDwZatKpUKtVmNjY0PZsmWJiopi2bJlhIWFWfSUV32Q+2k/AY1Gw/bt2wkICCi8AZBarebs2bP88MMPHDhwAHt7e65du8acOXOoVauWkSvWPemB1t19eNjVrqtWrSIiIoIFCxZY3PcZBR7Vh3HjxhEXF0dubi4zZ86UMezHoYjHduLECaVmzZrKyZMnC1/TaDSKoihKdna2kpKSopw8eVK5du2asUrUO+mB1oP6cLfLly8rQ4YMUf78808DV2ZYD+tDwWdi3bp1yosvvqicOXPGGOVZBPkisgQKruoq4OHhgaIoxMfH07hx43uu6rOyssLe3h4PDw+LmtImPdAqSR9AO0TStm1bKlasaIxy9aa4fShYpkyZMnTr1g0vLy9jlWz2ZEy7BNRqNYqisHfv3sLX6tWrx8mTJ0lPT0elUln8fZKlB1ol7YOdnV3hl5OWpCR9UBQFDw8Pi/4i3hDkTLsY7j6b+PHHH5kxYwYnT56kZs2a1K9fn1OnThEVFUXnzp0t6oulu0kPtKQPWo/TB0vuhyHJF5GPkJ+fj5WVFYqikJycTGZmJk5OTnz88cfk5eXh6upKjx492Lx5M6+//jrVq1c3dsk6Jz3Qkj5oSR+MSy5jL0LBvFKNRsOQIUO4ffs2pUqVokmTJsycOZP4+HhWrVrFqFGjuHnzJmXLlrW4D6j0QEv6oCV9MD4ZHnkElUrFsGHDqFy5MuPGjcPV1ZWNGzdy7NgxXnnlFdq0aYOvry+urq507tzZIh+bJD3Qkj5oSR+MzAgzVkzeunXrCv/8999/K3379lWSkpIURdFOYzt16pQyYMAAZc2aNYXL5efnG7xOfZIeaEkftKQPpkNmj/zH33//TXR0dOGDVz08PHBzc2P79u3cuXMHW1tbqlatiq+vb+EtJgGLujRbeqAlfdCSPpgW6ep/uLu7M2LECHJycgo/pK1bt+bAgQMcOHCA9PR07O3tKVOmDCkpKeTn51vc/SOkB1rSBy3pg2mR2SMPkJeXx5kzZ1i4cCFly5ZlwoQJhIeHExcXh0qlolatWqxbt46FCxda7J3JpAda0gct6YPpkC8igVmzZnH8+HFKly5NZmYmbm5ulCtXjho1arB7924OHTrEiBEj8PDwICcnh5ycHEaMGGFRH07pgZb0QUv6YLqe+jPtK1eu0LZtWwDeeecdtmzZQuvWrQu/+b558yY//vgjrq6ujBgxAtBOe7Kk8TrpgZb0QUv6YNqe+jPtUqVKERAQwMaNG2nfvj0ffPABtra2bN++nd9//50VK1bg5OTE2rVrURSl8EG9lnR1l/RAS/qgJX0wbXJxDVC9enWWLl1K7969sbKyIjg4mLZt26IoCrt27SIlJYXMzEy6dOkCWOaHU3qgJX3Qkj6YMMPPMjRdx48fV5599lnlm2++ue+9gltLWjrpgZb0QUv6YHoktP+j4EO6cuXKe15/mj6g0gMt6YOW9MG0SGg/QMGN3L/99ltjl2I00gMt6YOW9MF0PPWzRx7m1KlTODg4PNVTmKQHWtIHLemDaZDQFkIIMyITK4UQwoxIaAshhBmR0BZCCDMioS2EEGZEQlsIIcyIhLYQQpgRCW0hhDAjEtpCCGFG/h+vqBviDBZnKgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0, 3140.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': ['g', 'y', 'k'], 'linestyle': '-.', 'linewidths': [1.6, 4, 8]}\n",
      "hlines= [3112.0, 3140.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0, 3140.0], 'vlines': None, 'alines': None, 'tlines': None, 'colors': ['g', 'y', 'k'], 'linestyle': '-.', 'linewidths': [1.6, 4, 8]}\n",
      "hlines= [3112.0, 3140.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hl = dict(hlines=[3112.0,3140.],linestyle='-.',colors=['g','y','k'],linewidths=[1.6,4,8])\n",
    "mpf.plot(daily,type='ohlc',hlines=hl,figscale=0.75)\n",
    "mpf.plot(daily,type='candle',hlines=hl,figscale=0.75)\n",
    "mpf.plot(daily,type='line',hlines=hl,figscale=0.75)\n",
    "mpf.plot(daily,type='renko',hlines=hl,figscale=0.75)\n",
    "mpf.plot(daily,type='pnf',hlines=hl,figscale=0.75)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Now a year or two of daily data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(504, 6)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-02</th>\n",
       "      <td>206.380005</td>\n",
       "      <td>206.880005</td>\n",
       "      <td>204.179993</td>\n",
       "      <td>205.429993</td>\n",
       "      <td>193.286972</td>\n",
       "      <td>121465900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-05</th>\n",
       "      <td>204.169998</td>\n",
       "      <td>204.369995</td>\n",
       "      <td>201.350006</td>\n",
       "      <td>201.720001</td>\n",
       "      <td>189.796265</td>\n",
       "      <td>169632600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2015-01-02  206.380005  206.880005  204.179993  205.429993  193.286972   \n",
       "2015-01-05  204.169998  204.369995  201.350006  201.720001  189.796265   \n",
       "\n",
       "               Volume  \n",
       "Date                   \n",
       "2015-01-02  121465900  \n",
       "2015-01-05  169632600  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-12-29</th>\n",
       "      <td>224.479996</td>\n",
       "      <td>224.889999</td>\n",
       "      <td>223.839996</td>\n",
       "      <td>224.350006</td>\n",
       "      <td>220.071533</td>\n",
       "      <td>47719500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-30</th>\n",
       "      <td>224.729996</td>\n",
       "      <td>224.830002</td>\n",
       "      <td>222.729996</td>\n",
       "      <td>223.529999</td>\n",
       "      <td>219.267166</td>\n",
       "      <td>108998300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2016-12-29  224.479996  224.889999  223.839996  224.350006  220.071533   \n",
       "2016-12-30  224.729996  224.830002  222.729996  223.529999  219.267166   \n",
       "\n",
       "               Volume  \n",
       "Date                   \n",
       "2016-12-29   47719500  \n",
       "2016-12-30  108998300  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n",
    "df = df.loc['2015-01-01':'2017-01-01',:]\n",
    "df.shape\n",
    "df.head(2)\n",
    "df.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [197.5, 214]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [197.5, 214]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [197.5, 214]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [197.5, 214]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [197.5, 214]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,type='ohlc',hlines=[197.5,214],figscale=0.75)\n",
    "mpf.plot(df,type='candle',hlines=[197.5,214],figscale=0.75)\n",
    "mpf.plot(df,type='line',hlines=[197.5,214],figscale=0.75)\n",
    "mpf.plot(df,type='renko',hlines=[197.5,214],renko_params=dict(atr_length=90),figscale=0.75)\n",
    "mpf.plot(df,type='pnf',hlines=[197.5,214],pointnfig_params=dict(atr_length=90),figscale=0.75)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Now Intraday Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1563, 5)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:30:00</th>\n",
       "      <td>3080.80</td>\n",
       "      <td>3080.49</td>\n",
       "      <td>3081.47</td>\n",
       "      <td>3080.30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:31:00</th>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.36</td>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Open    Close     High      Low  Volume\n",
       "Date                                                           \n",
       "2019-11-05 09:30:00  3080.80  3080.49  3081.47  3080.30       0\n",
       "2019-11-05 09:31:00  3080.33  3079.36  3080.33  3079.15       0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:58:00</th>\n",
       "      <td>3090.73</td>\n",
       "      <td>3091.04</td>\n",
       "      <td>3091.13</td>\n",
       "      <td>3090.58</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:59:00</th>\n",
       "      <td>3091.16</td>\n",
       "      <td>3092.91</td>\n",
       "      <td>3092.91</td>\n",
       "      <td>3090.96</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Open    Close     High      Low  Volume\n",
       "Date                                                           \n",
       "2019-11-08 15:58:00  3090.73  3091.04  3091.13  3090.58       0\n",
       "2019-11-08 15:59:00  3091.16  3092.91  3092.91  3090.96       0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf = pd.read_csv('../data/SP500_NOV2019_IDay.csv',index_col=0,parse_dates=True)\n",
    "idf.shape\n",
    "idf.head(2)\n",
    "idf.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x414 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(idf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1563"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(idf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEoCAYAAACq8xGmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeVyU9f7//8cMMCAiiwouCG6IpJJL4IJat9DSlBa1EijFJU092Y6Vx6LMyo76sUXpLHUSNU+ejmnpiUFPeyouuBz7lgsgpiKooAmyDDDX7w9/cx1AwBlgNnzdb7du4cx1zfW8hovXvOd9va/3pVEURUEIIYRT09o7gBBCiKaTYi6EEC2AFHMhhGgBpJgLIUQL4GrvANbUqlUrDAYDbdq0sXcUIYQwS1FRETqdjtLSUovWa9HF3GAwYDQaMRotH7Cj0WhwpoE+ktd6nCkrSF5rs3Zeo9GIwWCweL0WXczbtGmD0ahw8JdTFq8bGODF2fPFVkhlHZLXepwpK0hea7N23oF9uqLVaixeT/rMhRCiBZBiLoQQLYAUcyGEaAGkmAshRAsgxVwIIVoAKeZCCNECSDEXQogWQIq5EEK0AFLMhXBgIUF+hAT52TuGcAJSzIUQogWQYi6EEC2AFHMhHFjm6Uv2jiCchBRzIWxI+sCFtUgxF0KIFkCKuRBCtABSzIWwIekDF9YixVwIIVoAKeZC2IGcBBXNTYq5EEK0AFLMhbATaZ2L5iTFXAghWgAp5kI0gVwEJByFqy03lpaWRnJyMuXl5fj5+fHaa68RGhrKmjVr2LhxI0ajkYiICJKSktDpdFy8eJGkpCQyMzMBeOWVVxg+fDgAd911F4qi4Op6bRc6dOhASkqKLXdHCLNJwRfWZrNinpubS1JSEps2bSIwMJCUlBQWLlzIokWLWLt2LVu2bMHLy4t58+axfv16ZsyYwZIlSwgODmb16tUcO3aM6dOns337dry8vLhy5Qpbt24lICDAVrsgxHUyT1+SQi0cgs26WVxdXVmxYgWBgYEADBs2jJMnT6LX6xk3bhze3t5otVri4uJITU0FYNeuXUyaNAmA3r1707dvX9LT0wEoLi7G29vbVvGFsFhzdsHIB4a4EZu1zAMCAtRWdGVlJZs3b2bUqFHk5OQQHR2tLhcUFER2djYAGo2Gqqoq9TlPT09OnTpFSUkJVVVVvPTSSxw7dgw/Pz+ee+45Bg0adN12NRoNgQFeFufVubo0aj17kbzWY07Whp5v6LnqRbq0vKLR26jOmd5bkLy1abWaRq1n0z5zgJSUFJKTk9Xuk8TERHQ6nfq8h4cHpaWlAERFRZGSksLrr7/OiRMnSE9Pp3fv3hiNRh588EEmT55MeHg4er2euXPnsn37dnx8fGpsT1EUzp4vtjhnYIBXo9azF8lrPeZkbeXuVu+l+q3c3Rpc19RV05RtmIQE+VFaXuE07y0417EA1s9rNCqNKug2H82SkJBAeno6CQkJxMbGotVqMRgM6vOlpaV4enoCsGjRIoqKihg3bhx//vOfGTlyJN7e3nh5ebFkyRLCw8MBGDt2LAEBARw6dMjWuyNEk5la5+Z0pUh3i6iPzYp5VlYWu3btAq51fcTExHD16lU0Go3arQKQmZlJSEgIAO3ateP9998nLS2Nd955h/PnzxMaGkpJSUmNdUxMI1uEsAdL+sgzT19q0qRbdW1LCv3NzWbFvLCwkAULFpCfnw9ARkYGFRUVzJ07l9TUVAoKCqisrGTDhg2MHz8egMWLF7NmzRoA9uzZQ35+PrfddhsFBQXExsaqBX3nzp1cvHiR/v3722p3hADqL6DVH6+vaDdn8ZVCLmzWlI2MjGTOnDlMnz4do9GITqdj5cqVREZGMnPmTOLj41EUhaioKOLi4gB45JFHSExMZP369Xh7e/Pee+/h4uJCUFAQSUlJPPHEE1RVVeHj48Pq1avx8nKekyiiZWjuoYmm17K01S5DJIVGURTF3iGsxdfXF6NR4eAvpyxeV07KWJcz5b1R1tpFtHZhravQ3qj4Vi/mlq5be31H50zHAlg/78A+XdFqNVy+fNmi9eRyfiGaWUN92dX7yhtbcKUFLuoixVyIJpDCKhyFFHMhmqC5uzOcqXtEOBYp5kI4EEta+lL4RXUyMFuIRmqOLpb6TnSGBPmZdbVnXa9laS5zhlEKxyctcyEcQGM+GOq68Ej68G9eUsyFsKLmaunWfp36Xlda1o7Flh+u0s0ihJVZMi68dleLpWrP82KLq0+FY5CWuRAOxFYta2nBtzxSzIVwMnWdNG1qcZbi7vykm0WIZnCjkSSWFMv6umXqeg1zR7yYe6LUnFE0wjFJy1yIJmru4teU/uzM05dueMci0TJJMRfCwTR1rvPGvoa0yJ2bFHMhmlH1gtjUm080lTmv0RwfHMIxSDEXopHqKoLNNeSvOQqsFOqbixRzIZpRcxbPpk6VW50549erj1GXcejOR4q5EI3kjAXP3BtiCOcjxVyIRmrokvrmbk03B2f88HFmtn6/pZgL0UjW/mNtrg8FaXHfHKSYC3GTkiLfskgxF6IRpMtCNMQex4dNi3laWhr3338/Y8eOJS4ujuPHjwOwZs0a7rnnHsaMGcMf//hHDAYDABcvXuQPf/gDY8aMYcyYMezcuVN9raNHjxIbG8uYMWOIjY3l6NGjttwVIZxWQ903MpzRedmsmOfm5pKUlERycjJ6vZ6xY8eycOFCDh06xNq1a9m4cSOpqakUFBSwfv16AJYsWUJwcDBpaWm89957JCYmUlxcDMAzzzzDY489RlpaGtOmTSMxMdFWuyKEUxU8+RZxc7BZMXd1dWXFihUEBgYCMGzYME6ePIler2fcuHF4e3uj1WqJi4sjNTUVgF27djFp0iQAevfuTd++fUlPT+fYsWMUFRUxevRoAMaOHUtBQQFZWVm22h1xk3OmAtlcV6UKx2azWRMDAgIICAgAoLKyks2bNzNq1ChycnKIjo5WlwsKCiI7OxsAjUZDVVWV+pynpyenTp2iqqqKLl261Hh903o9e/as8bhGoyEwwMvivDpXl0atZy+S13pulNXR9qOhvJZktdV+OdOxAOblLS2voJW7W6MmPdNqNY3KZfMpcFNSUkhOTiY4OJjVq1eTmJiITqdTn/fw8KC0tBSAqKgoUlJSeP311zlx4gTp6en07t2b0tJS3N3da7yuu7s7JSUl121PURTOni+2OGdggFej1rMXyWs9dWWtPk2to+1HfXnBsqy22i9nOhbAvLxNOTaMRqVRBd3mo1kSEhJIT08nISGB2NhYtFqtesIToLS0FE9PTwAWLVpEUVER48aN489//jMjR47E29sbT09PysvLa7xuWVkZrVu3tum+iJuXM3WzCNux51QINivmWVlZ7Nq1C7jW9RETE8PVq1fRaDRqtwpAZmYmISEhALRr147333+ftLQ03nnnHc6fP09oaCg9evQgJycHo9EIXOu2ycnJua6LRQhrkb5nUZ0jzGdjs2JeWFjIggULyM/PByAjI4OKigrmzp2rjmKprKxkw4YNjB8/HoDFixezZs0aAPbs2UN+fj633XYbISEh+Pv7s23bNgC2bNlCly5d6N69u612RwghHIrN+swjIyOZM2cO06dPx2g0otPpWLlyJZGRkcycOZP4+HgURSEqKoq4uDgAHnnkERITE1m/fj3e3t689957uLi4ALB8+XJefvllVq1aRbt27Vi2bJmtdkUIlbTQBdR/qz9b0iiKotg1gRX5+vpiNCoc/OWUxeu2xJMyjsSZ8taX1VHvl9kc760t982ZjgVo+HiorTHv4cA+XdFqNVy+fNmi9eRyfiGEaAGkmAshGuQIJ/ccWe33x17f1qSYCyFEEzQ0z40tSTEXQtQgrXDLOEKrHKSYCyFEiyDFXAghmlGLvwJUCOF8pMulYY7SxQJSzIUQDbB3gXJ0db0/9rrBhxRzIYRZpJXu2KSYCyHqJMW7YdXHlzvCNxgp5kKIejlTQb/ZL26SYi6EuCFHaHneiCmjrQq6o70nNr/TkBDC+Thii7f2SBJbZ3S090Ra5kI0kqO1zG521X8ftii0pu05ynEgxVwI0SI4WkvZ1qSYCyEaZK9x0zdi65a4o5NiLoSowRELd2OZRrhYo9g72geIFHMhhNkcqYDdKEvt55u7qDvah54UcyFEi2KrE5OO9MEGUsyFEE6moRZ2Xf3o9RX1prTUHenKTxMp5kIIp3Cj4mtpYXWkQtwcbHrRUFpaGsnJyZSXl+Pn58drr71GaGgoa9asYePGjRiNRiIiIkhKSkKn03HhwgVeeeUVsrOzcXFx4YEHHmD27NkA3HXXXSiKgqvrtV3o0KEDKSkpttwdIUQ1IUF+Ni+Q5lz1WVffefV1LdXK3a1R61mbzVrmubm5JCUlkZycjF6vZ+zYsSxcuJBDhw6xdu1aNm7cSGpqKgUFBaxfvx6ApUuX0r17d9LS0vjnP//Jpk2b2LVrFwBXrlxhw4YN6PV69Hq9FHIhrMyS7orGdmE0ttujocLcUG5rbdMebFbMXV1dWbFiBYGBgQAMGzaMkydPotfrGTduHN7e3mi1WuLi4khNTQXg+PHjDBs2DAAvLy/69evH8ePHASguLsbb29tW8YUQ9ahvTm+wrFDeaNna2zGnmJp7mb85I2Mc7YRnbTbrZgkICCAgIACAyspKNm/ezKhRo8jJySE6OlpdLigoiOzsbOBawdfr9QwbNoyCggIOHz7MrFmzKCkpoaqqipdeeoljx47h5+fHc889x6BBg67brkajITDAy+K8OleXRq1nL5LXepwpKzQ9b/VuhNLyiuueb+i1Tc9Vf40bZamdNyTIr87tVmfJ87WXra+bpKGcpeUVtHJ3q1HQrXVMaLWaRq1n84m2UlJSSE5OJjg4mNWrV5OYmIhOp1Of9/DwoLS0FID58+cTHx/P0KFDKSkpYcaMGYSFhVFcXMyDDz7I5MmTCQ8PR6/XM3fuXLZv346Pj0+N7SmKwtnzxRbnDAzwatR69iJ5rceZskLz5q3rdRp6bUuXh//lrd6KbuXu1uAVns21fw1ts7q6WuXWOiaMRqVRBd3mo1kSEhJIT08nISGB2NhYtFotBoNBfb60tBRPT08AXnrpJcaMGcO+ffvYtWsX6enpfPXVV3h5ebFkyRLCw8MBGDt2LAEBARw6dMjWuyPETam5uh1CgvzUlrK9ujFqf2jUd8LU0dmsmGdlZaknLzUaDTExMVy9ehWNRqN2qwBkZmYSEhICwM6dO4mJiUGj0eDr68vw4cPZt28fJSUlNdYxMY1sEUJYlzVO/pn7mk3ZdmNuwNzQOQFHYrNiXlhYyIIFC8jPzwcgIyODiooK5s6dq45iqaysZMOGDYwfPx6A7t278+233wJQVlbGnj176NWrFwUFBcTGxqoFfefOnVy8eJH+/fvbaneEuKlZMhSwOTW1iNZ1dWhdeauPdHGWlrlFTVmj0ci3335LVlYWd999N23btuXKlSt06dLlhutGRkYyZ84cpk+fjtFoRKfTsXLlSiIjI5k5cybx8fEoikJUVBRxcXHAtaGJr7/+Op9++imKojBy5EgefvhhXF1dSUpK4oknnqCqqgofHx9Wr16Nl5fznKQSoqWoXewsuVFE9WXtdYeghvLa46YXjaVRFEUxZ8Fz587x6KOPkpubC8Df/vY3PDw8ePzxx/n444+59dZbrRq0MXx9fTEaFQ7+csridW/mk1624Ex5nSkrND1vQxfVmC4MMqf4mX6+UWu6OS7Nbw515ahrf0rLK6x6PAzs0xWtVsPly5ctWs/sbpaFCxdSVlbGvHnzMNV/Pz8/PD09WbZsmWVpnZAzfd0SoiWyVT91Qx8ijthXbmJ2MT948CAzZ85Uu0AAevbsydSpU/n111+tEk4I4XjMbdSY033iSA0kRy7U5jC7mPv5+ZGbm4tGc238o+n/P//8M61bt7ZOOiGEw2nOoudoBdQZWuD1MfsE6LBhw/jkk0/Yu3cvGo2Gd955h1deeYXc3FwefPBBa2YUQrRQzXGpvbjG7GL+wgsv8Ntvv7F//34Ajhw5AkBERAQLFiywTjohhM01V6u0MSNBGjOni7U5Syvd7GLu4+PD+vXrOXr0KNnZ2Xh4eNC9e3e6d+9uzXxCCAfRmAJbX0G35LXsNTzQWYq4iUUXDWVkZHD06FHGjRtHdHQ0qamp7Nmzx1rZHJIjtRiEsAdr/Q3ULp7yt2YZs4v5N998Q0JCQo3i/dNPPzF9+nS++eYbq4RzJM72KS2EPbSEqWSdldnFfNWqVXTs2JGHHnpIfeypp56iS5curF692irhhBDOpbGNnobmKpfibx6zi3l2djZTpkypMWf4kCFDiI+Pr3PSKyFEy1JXwbW0a8TcYl97jLp8M74xs4u5r68vP/zwgzrXOEBRURFff/31TTEnirQOhDCfJcW3oRtNSBE3n9mjWWJjY3nnnXcYOnQonTt3xmg0kpubS2VlJY8//rg1MzoEZ5pwRwhx8zG7mM+ePZuioiLWr1/PyZMnr63s6kp8fDzz58+3WkAhRMshDSLrMbuYa7VaEhMTeeqppzh16hRVVVUEBQXJpfxC3ISa88KihkjxN1+DxXzfvn10796d9u3bs2/fvuue/+WXX9SfIyMjmz+dEMKhNKW7sa55z62xnZtVg8V86tSpLFmyhEmTJjFlyhR1cq3aNBpNjcLu7OQMuhDmkYLrOBos5hEREbRv3x6QlrcQ4nrVb0Bh6SX6onk1WMzXrVtX589CCAGWz20urMfsceYDBw7kk08+sWYWIYQQjWR2MR85ciR79uzBzFuGOrX67n0oxM3OkpOYdS0vrMfsoYnt2rVDr9dz++23ExoaSqtWrdTnNBoN77//vlUCCiFubtK/bh6zi/k//vEP9ecLFy7UeK6+US61paWlkZycTHl5OX5+frz22muEhoayZs0aNm7ciNFoJCIigqSkJHQ6HRcuXOCVV14hOzsbFxcXHnjgAWbPng3A0aNHefXVV7l06RJ+fn68+uqrhIWFmbs7DZLWhBCWa+gkaFNuVCHMY3Yxf/PNN80u2nXJzc0lKSmJTZs2ERgYSEpKCgsXLmTRokWsXbuWLVu24OXlxbx581i/fj0zZsxg6dKldO/enQ8++IDi4mImTZpEv379iIqK4plnnuG5555j9OjR6PV6EhMT2bp1a6PzCSEsJw0fx6FRzOwENxgMVFZW4unp2agNnT9/nhMnTjB8+HAAjh8/TlxcHA899BCurq48//zzAHz//fesWrWKzz77jHvvvZcFCxYwcuRIAJ577jnCw8MZNmwYM2fO5KefflJfPyoqinXr1tGzZ0/1MV9fX4xGhYO/nLIo66hVOxu1j0IIUd3XTwy3eJ2Bfbqi1Wq4fPmyRevdsGV+9epVFi1axI4dOzAajQwePJg333yTzp07W7ShgIAAAgICAKisrGTz5s2MGjWKnJwcoqOj1eWCgoLUKXWHDRuGXq9n2LBhFBQUcPjwYWbNmkVOTg5dunSp8fqm9aoXc7jWBRQY0PJndRRCOJ7G1B6ttnE9IDcs5snJyaSmpqLRaHBxcSE9PZ3nn3+eDRs2NGqDKSkpJCcnExwczOrVq0lMTESn06nPe3h4qNPszp8/n/j4eIYOHUpJSQkzZswgLCyMo0eP4u7uXuN13d3dKSkpuW57iqJw9nyxRRlPvR2j/ly9r6/6BRKOJjDA67r9rJ3b9LMjqCuvo3KmrGDfvLWPM3NGv7Tk97cx+2U0Ko0q6Dccmrh161b69+9Peno6hw4dYurUqRw8eJCsrCyLNwaQkJBAeno6CQkJxMbGotVqMRgM6vOlpaVqV85LL73EmDFj2LdvH7t27SI9PZ2vvvoKT09PysvLa7xuWVmZ1Sf9crb+wep/OI5SxEXLJ8eafdywmF+8eJF7770XHx8fXF1dmTJlCoqicP78eYs2lJWVxa5du4BrXR8xMTFcvXoVjUZT405FmZmZhISEALBz505iYmLQaDT4+voyfPhw9u3bR48ePcjJycFoNALXum1ycnKu62JprJZwy6rq91p01n0Qzqe+Qi4F3vpuWMyNRiMeHh7qv03jy6uqqizaUGFhIQsWLCA/Px+AjIwMKioqmDt3LqmpqRQUFFBZWcmGDRsYP348AN27d+fbb78FrrW89+zZQ69evQgJCcHf359t27YBsGXLFrp06UL37t0tylSf6sWvpbRupaAL0bKZNTSxvLyc4uJrfT+m/5eVlak/Aze8dVxkZCRz5sxh+vTpGI1GdDodK1euJDIykpkzZxIfH4+iKERFRREXFwfA0qVLef311/n0009RFIWRI0fy8MMPA7B8+XJefvllVq1aRbt27Vi2bJnle2+G6kWwJRTE6n3+jtr/L1qelvC34+huODQxLCzshuPLHXUK3MYOTYSGDz57FsD6TmTWdwK0ros1aj9mj/1xppNezpQVHC/vjY41R8t7I9bOa7WhicAN52NpifO1lJZX0Mrdrc7nHLlFW7tw1/WhZE4rydFGvwghGnbDYn706FFb5BDNoK4ibc5l1I784SSEMI/ZsybebOprldtbfeN3qz9X+9+Zpy/VWawbmh2yoe0IIRyP2XOzCMe7L2H1LKXlFVZ7bSGE45OWuZlaWjdE7f2xZ/GuPiZeCNE40jJvIRy1W0jc3ORD2nakZW5FjtbitLTfXIimamnfaB2ZFHMbaI7i2FwfDPWdDK1vWSGaQhoGtiPdLPUoLa9wmAsZ6roKtblGm7S0K1yFuFlJMbeAoxS7ugq56SInS1vTjjZCRwjRONLNYkV1jRhpzsLZXN0glnS9CCEckxTzJnCEG9Q292vKCVEhnJMUcwd3ozu1NNeEWY2dw0UI4Rikz9yKzJn0ypL16+II3SM346RcN+M+C8cmLXMLWPKHW1chb8zJyeo/W7NwSFGyjLxfwtFIMW+k5uqCcKQLi6RA1eRIvxtn1VLu1OUMpJhbqCkX3Jgz06Ezc9Ti19RctadKcNT9dETSHWU7UsybQVNOHt7MRcEWRbEpF0XJzYmbTt4r25FibiXV5xI3h6OMJrFkdExTi7Et/tDr+4Zkyd2WzH1cCHuSYm6h+kao1G4B1vV4XRoqaJZ+IFiTs3YRNWZEUUPFXgq5cFRSzO3oZu97tcW+O8MHjhDNwabjzNPS0khOTqa8vBw/Pz9ee+01QkNDWbNmDRs3bsRoNBIREUFSUhI6nY4pU6Zw4cIFdf1Lly4xYcIEXnzxRe666y4URcHV9doudOjQgZSUFKvvg6VzmTjb3Ce18zpb/uZQ3z7f6AIuIezJZsU8NzeXpKQkNm3aRGBgICkpKSxcuJBFixaxdu1atmzZgpeXF/PmzWP9+vXMmDGDdevWqetXVVUxadIkHnjgAQCuXLnC1q1bCQgIsNUuAM03na2jsmT0QXMVfWt+YFTfn/rG/jd0nsD0fEOvI4QjsFk3i6urKytWrCAwMBCAYcOGcfLkSfR6PePGjcPb2xutVktcXBypqanXrb9x40b69OlDWFgYAMXFxXh7e9sqvqoxrTHTBT/O0JKz5Xznjvh+NNf0CELYmkZRFMXWG62srGTFihUUFBRw5coVoqOjefjhhwHIzs7moYceIiMjQ13eYDAwZswY1q5dS1BQECUlJQwaNIh77rmHY8eO4efnx3PPPcegQYNqbMfX1xdFgfwLFy3OqHN1wVBZVedz9d2izTQNbfV/m7tuQ8ubc7PmhvI2lSlzQ/tjes6Ut6F14H95qy/f3Delri977d9R7d9J7Tw6VxdcXLTXLW+NvM3BmseCpcx5rxwprzmsnbdjQHsALl++bNF6Np+bJSUlheTkZIKDg1m9ejWJiYnodDr1eQ8PD0pLS2uss3XrVsLDwwkKCgLAaDTy4IMPMnnyZMLDw9Hr9cydO5ft27fj4+NTY11FURp1k4nAAC+L16u9fF3r1/U13fRY7eVN3QDm5GhMXktVf/3a+1D9ueo/V59jvXpXRfW8tf9vDdVfu/rvoK4P19p5AgO86nwdR7l5SW22OBYs1VAeR8zbEGvnNRoVtFqNxevZfDRLQkIC6enpJCQkEBsbi1arxWAwqM+Xlpbi6elZY51t27YRExOj/tvLy4slS5YQHh4OwNixYwkICODQoUO22Yn/X2O+hjd0Ys1ZR7eYe2/R2hx1X2vnkptlC2dgs2KelZXFrl27ANBoNMTExHD16lU0Gg3Z2dnqcpmZmYSEhKj/Li4u5tChQ0RFRamPlZSU1FjHxDSyxZrMvaLQ3KsHnbVftqHcN/pQsnW/dEPTBldfxpIPIGf9vYmWy2bFvLCwkAULFpCfnw9ARkYGFRUVzJ07l9TUVAoKCqisrGTDhg2MHz9eXS87Oxs/Pz+8vP73VbegoIDY2Fi1oO/cuZOLFy/Sv39/W+2O1Tlqq9XE0qJmy9au6cOkvvfQ0kLsqH3jQlRnsz7zyMhI5syZw/Tp0zEajeh0OlauXElkZCQzZ84kPj4eRVGIiooiLi5OXS8vLw9/f/8arxUUFERSUhJPPPEEVVVV+Pj4sHr16hoF31oaGppmbgE2Zyy3sw+Bs2d+c7dt7nLSzSKcgU1PgD766KM8+uij1z0+depUpk6dWuc6d999N3ffffd1j48fP75GC97WmrtYOUPxrj4ne0u/eEoIZyOX8zdBY/tNzbm60NEL343yNWW2Qmu70bkO6Q8XzkiKeRM05YrH6v+v/XNd/3Y0luaz5YlDcyY3q/47uFGm0vIKucmCcHhSzC1kzcv5HbVIOGouczQ2e33DLZ35vbAHec9sR27obKG6WmjNddMDE0frlqjNUfPJRFjiZiYt82bQXEXDUYskmP/BZU53RObpS9d1XTQHKd7iZibFvJk0R5+qM/SbW/qtwpmvBBXCmUgxbyY3S0G6WfZTCGcjxVw0K3MunRdCND8p5g6kpRS+2kP/zFm+ObSU90+IxpBi3syaUpicYRhXU84NWHPfpJCLm50MTXRAjlzQG1M07bE/jvweCmENUsybiRQPxyG/C3Ezkm4WYXfN0UViSR+9EC2RFHNhFlv2STvrHZeEsCcp5sJizX2iVlrTQjSdFHNhdzKnihBNJ8VcOBzpYhHCcll2REoAACAASURBVFLMhVls2Vqub1KvhvrS5QNA3OykmAuHY+l877a88YUQjkqKubA7c2eLlNa3EPWTYi7MYotCaupGsfT+odIiF8LGV4CmpaWRnJxMeXk5fn5+vPbaa4SGhrJmzRo2btyI0WgkIiKCpKQkdDodU6ZM4cKFC+r6ly5dYsKECbz44oscPXqUV199lUuXLuHn58err75KWFiYLXfnpmSNwtmYDwrpWhGiJpu1zHNzc0lKSiI5ORm9Xs/YsWNZuHAhhw4dYu3atWzcuJHU1FQKCgpYv349AOvWrUOv16PX6/n3v/9Np06deOCBBwB45plneOyxx0hLS2PatGkkJibaaleEg5HuFyFsWMxdXV1ZsWIFgYGBAAwbNoyTJ0+i1+sZN24c3t7eaLVa4uLiSE1NvW79jRs30qdPH8LCwjh27BhFRUWMHj0agLFjx1JQUEBWVpatdkfY0I2uCJXWuRA27GYJCAggICAAgMrKSjZv3syoUaPIyckhOjpaXS4oKIjs7Owa6xoMBv72t7+xdu1aAHJycujSpUuNZUzr9ezZs8bjGo2GwAAvi/PqXF0atZ69WDtvaXlFs75efXlLyyto5e7W4OPV1wsJ8lOzWWv/5ViwLslbk1aradR6Np81MSUlheTkZIKDg1m9ejWJiYnodDr1eQ8PD0pLS2uss3XrVsLDwwkKCgKgtLQUd3f3Gsu4u7tTUlJy3fYUReHs+WKLcwYGeDVqPXtpKXnr24fqj7dydyPz9CW1tW4q8tba/5by3joqyVuT0ag0qqDbfDRLQkIC6enpJCQkEBsbi1arxWAwqM+Xlpbi6elZY51t27YRExOj/tvT05Py8vIay5SVldG6dWvrhhc2U1/XSV2PSzeLEDYs5llZWezatQu41vURExPD1atX0Wg0NbpVMjMzCQkJUf9dXFzMoUOHiIqKUh/r0aMHOTk5GI1G4Fq3TU5OznVdLMK5SZEWwnw2K+aFhYUsWLCA/Px8ADIyMqioqGDu3LnqKJbKyko2bNjA+PHj1fWys7Px8/PDy6taP2lICP7+/mzbtg2ALVu20KVLF7p3726r3RE2IhcQCWEem/WZR0ZGMmfOHKZPn47RaESn07Fy5UoiIyOZOXMm8fHxKIpCVFQUcXFx6np5eXn4+/tf93rLly/n5ZdfZtWqVbRr145ly5bZaleEHTRUvKWwCwEaRVEUe4ewFl9fX4xGhYO/nLJ4XTkpY13V89ZVjKu3yKs/X/3EZ/V/W7NLxpnfW2cgeWsa2KcrWq2Gy5cvW7SeXM4vnJq0yoW4Roq5EEK0AFLMhdMwd3ZFIW5GUsyF06l+D1Ip6EJcY/MrQIWwlBRsIW5MWubC4VhavKXYCyHFXAghWgQp5kII0QJIMRdCiBZAirkQQrQAUsyF3ckJTCGaToq5EEK0AFLMhRCiBZBiLhyCdLUI0TRSzIUQogWQYi4cgkxlK0TTSDEXQogWQIq5cAjSZy5E00gxF0KIFkCmwBUOQ1rnQjSetMyFEKIFsGnLPC0tjeTkZMrLy/Hz8+O1114jNDSUNWvWsHHjRoxGIxERESQlJaHT6QDYsGEDH374IRUVFdx55528/PLLuLm5MW3aNHJycvDw8FBfX6/X23J3hBDCYdisZZ6bm0tSUhLJycno9XrGjh3LwoULOXToEGvXrmXjxo2kpqZSUFDA+vXrAdi/fz9r1qzhX//6F9988w1Xr17lwIEDAFy5coWVK1ei1+vV/4QQ4mZls2Lu6urKihUrCAwMBGDYsGGcPHkSvV7PuHHj8Pb2RqvVEhcXR2pqKgCff/45kydPpm3btri5ubFixQqGDBkCQHFxMd7e3raKL4QQDs1m3SwBAQEEBAQAUFlZyebNmxk1ahQ5OTlER0erywUFBZGdnQ3A0aNH6dSpE/Hx8RQUFDBmzBieeuopXFxcuHLlCu+++y4nT55Ep9Mxb948Ro0add12NRoNgQFeFufVubo0aj17kbzW40xZQfJam7XzarWaRq1n89EsKSkpJCcnExwczOrVq0lMTFT7xwE8PDwoLS0FoKioiIyMDP76179iMBhISEggKCiIhx56iLFjxzJq1ChGjhxJRkYGs2bNYvPmzXTt2rXG9hRF4ez5YotzBgZ4NWo9e5G81uNMWUHyWpu18xqNSqMKus1HsyQkJJCenk5CQgKxsbFotVoMBoP6fGlpKZ6engC0adOG8ePH4+XlRdu2bZk4cSI//fQTAK+++iojR44E4LbbbmPw4MHqc0IIcbOxWTHPyspi165dwLWuj5iYGK5evYpGo1G7VQAyMzMJCQkBoEuXLhQX/+8TUKvV4uLigsFg4Pjx49dtw83Nzcp7IYQQjslm3SyFhYUsWLCATZs20aFDBzIyMqioqGDu3Lk8//zzzJo1Cx8fHzZs2MD48eMBuP/++1m+fDkPPvggbm5ufPnll8TGxlJRUcEjjzzCBx98QEREBMeOHWP//v388Y9/rLHNoqIijEYjA/t0rStSg7RaDUaj0iz7bguS13qcKStIXmuzdt6ioitotZa3s21WzCMjI5kzZw7Tp0/HaDSi0+lYuXIlkZGRzJw5k/j4eBRFISoqiri4OABGjRpFVlYWMTExeHh4EB0dzcSJE3FxceHdd99lyZIllJWV4e7uzttvv01QUFCNbep0OgwGQ6NPKDR2PXuRvNbjTFlB8lqbNfNqtdoa5xHNpVEUxXk+EoUQQtRJLucXQogWQIq5EEK0AFLMhRAtTmFhIRcuXLB3DLM1R14p5jbmbKcoJK91OVteZ5CVlcWDDz7Id999Z+8oZmmuvHIC1Aby8vI4deoUnp6e9O3bt1HDjmzJ2fLm5+dTWFiIm5ubeo2CI3O2vOfOneP48eO0bt2aW2+9tVEjLWwlKyuLxMREunfvTklJCcuXL8fT0xONxjFHyzRnXpdXX3311eaPKEyysrKYMWMGRUVFJCcnU1hYSFVV1XXTDjgKZ8w7ZcoU8vPzeffdd1EUBXd3d3UeIEfjjHlnz55NeXk5q1evRlEUIiIiUBTF4Qrk8ePHSUxMJD4+nmeeeYYdO3Zw9913O+zFhM2dV4q5FZWWlvLHP/6RSZMm8fTTT6sXOB04cACj0UivXr3sHbEGZ8378MMP8+yzzzJgwAB+/PFHjhw5QocOHejQoYO9I9bgbHmLi4t55plniI+PZ/78+fTp04fly5dz55130rZtW3vHq8FgMPDHP/6R8ePHExsbC8AXX3zBb7/9ps606kgMBgMvv/wy48aNa7a8UsytyM3Njb179zJgwAC6detGhw4d6Nq1K+fOnePQoUP4+vqqUwI7Ajc3N/bt20f//v2dJu9PP/3E4MGDCQ4OpnPnzri6urJmzRp0Oh2dO3fG19fX3jFVbm5u/PjjjwwZMsQp8lZVVbFnzx4eeughfHx8CAoK4uDBg2i1WnJycnBzc8PPz8/eMTEYDOh0OkaMGMGQIUMwGo1oNBo8PT3Jzs5W53ByFIWFhWi1WqKjoxk8eHCz5XXszlAnZToNYTQaAdi6dav6XHBwMPfffz8eHh7s27fPLvlqM81SaTAYKC8v56uvvlKfc8S8cG0a5crKSkpLS9m8ebP6noeHhzNkyBDOnTvHwYMH7ZzymqqqKuDacVFVVcWmTZscOq+Ji4sL586dY+XKlRw+fJjVq1fz448/cvnyZTZs2MAnn3xCYWGhXTPm5eXx5JNPcvjwYfXbgum97dWrF1999RVbtmyxZ8QaTpw4wdSpU8nJybnug7vJeRXRrE6ePKksXbpU+dvf/qYcPHhQuXr1qjJ8+HDl9ddfr7HcDz/8oAwePFjJy8uzU9Jrzp8/r9x3333Kjz/+qCiKohQUFCiDBw922Lz5+flKVVWV+u9Lly4po0ePVmbMmKG8/vrryr333qt89dVXys6dO5UxY8YoRUVFitFotFve7Oxs5cUXX1RWrlyp7NixQyktLVXuueceZfr06Q6ZNycnR/nggw+UjRs3KtnZ2UpJSYkyf/585YUXXlCGDh2qZGdnK4qiKD///LMSHR2tHDlyxG5ZFUVRduzYofTu3VuZMmWKsmfPHvXxiooKRVEU5auvvlKmTZumHDx40F4RVZmZmcrEiROVdevW1btMU/JKN0szys7OZvbs2fTq1Ytjx45x6NAhhgwZwt13383SpUs5c+YMd955JwBdu3Zl3759REdH4+Vlv4n5T5w4wV//+lcOHDhA586d6du3LyNGjGDp0qXk5eVxxx13OEzeCxcu8PDDD/Pjjz8SExODVqvFw8ODCRMmcOnSJby9vRk1ahT33HMPnTp1Yv/+/YwbNw4XFxe75M3JyeHxxx8nMjKSsrIyvv32W4KCgpg3b55D5j158iQzZ86kW7duZGRksHPnTi5cuMCiRYu4/fbbOXjwIFOmTAGu3Wzm66+/ZuDAgXbteuvUqRM5OTmMGDGCf/zjH3Tq1Emdo8nUdZGbm8u+ffu49dZb7Xbsnjt3jilTpjB58mSmTp1KZWUler2enJwcSkpK1PMlTclr85tTtFRVVVWsWbOG+Ph4pk+fTm5uLs8++yxHjx7ljjvu4LPPPmPWrFnMnTuXgQMHcuDAATw9Pe1+0mvAgAE8/PDDdOvWjbfeeouqqirGjBnDJ598wpw5c8jLy2PAgAEOk7dPnz5UVFQwZ84c/vznP+Pi4kKbNm2YPXs2cG3Y39dff82nn36Kr6+vXUcybNu2jQceeEAt3u+8847ax+9oeY1GI5999hmTJ09m9uzZXLp0iV9++YV3332XM2fOsHjxYrKysnjppZeYPn067777Lu3bt2fw4MF2yWvi4uJCXl4evr6+jBkzhg8++AA/Pz9yc3OJjo4mMDCQoUOHkpuba9dj9/jx4/Tq1YuePXty9epV/vCHP+Dl5cXZs2fp0KEDgwYNYvbs2QQGBqrdbpbmlZZ5M9FqtezatYvWrVvTv39/fHx82LdvH5cvX0av11NaWspbb73F+fPnKS0tJSAggKSkJAC7DfMyGo0oisInn3zC4MGDGT58OMuWLeOWW27h6tWrPPvss5w9e5aqqir8/f3tnnf//v0cOHCAxMRE9uzZw7Zt2xg3bhxarZaysjK0Wi3r168nIyMDPz8/3nzzTbvm3blzJ+fOneP222/Hy8uL33//ne+//54HHniA8vJyh8qr0Wg4cuSI2spt06YNnTt3pnfv3mzZsoXS0lKeffZZUlJSOHHiBG3btmXp0qV2y2vi4uLC1atX8fb2ZtKkSVRWVrJo0SL27t2rfovo1q0b4eHhds3atWtXiouL+emnn9i+fTtdu3blrbfeYvTo0Xh5ebFz50569epFu3btGp+3MX0/oiZTH6der1f7ulJTU5XIyEhlx44dypo1a5SJEycqW7duvW7d6v2/9rJt2zbl73//u6IoirJ9+3Zl4MCByqBBgxRFuT6fvfOeO3dOURRFOX78uDJ79mxl1qxZSllZWb3L2yOv6Xj49ddflcOHD6sZduzYoTz22GMNrmvPvF9//bUyf/585ciRI+pj5eXlyo4dO5QnnnhCKSkpUQwGQ433217Hw8WLF9WfP/vsM2X+/PmKoihKYmKiMmrUKOXRRx9VDh8+bJds1Znex8rKSkVRFOW9995TZs2apXz33XfqMufPn1fuv/9+Zffu3U3aloxmaQYajYaioiLGjBlDv379ABg6dCjbtm1j9OjRJCQkMGjQIC5fvnzduva6uvLs2bPqz+7u7nzzzTfAtdZkQEAAPj4+/PTTT9fls1feM2fOAKhfPXv16sWCBQsAePbZZwF45plnaozEURTFLnk1Gg35+fmEhYXRr18/NYPBYKBVq1bqck8++SR6vd4h8hYVFREdHY2bmxurVq3i5MmT6n0Hbr31Vk6dOsXhw4dxc3PD3d3drnkzMzP56KOP1JE0I0aMwNfXl5dffplTp07x6aefctddd7Fz506bZzMxjWDSaDT897//5b333gPgiSeeICEhgYiICHVZf39/2rVrp45+aywp5s0gMzOT5ORkLl++jKurK4qi4OvrW+OqvszMTCoqKuyY8n9yc3P5+OOPyc/PB+D2228nNDSUp59+ml9//RW9Xs9zzz3Hjz/+aNecpoP79OnTpKSkkJ+fX+MrZ3BwMIsXL6aqqop+/frh4eHBuHHj1Odt+XW6sLBQfT9Pnz7Nhx9+SH5+fo1ip9Vq1fvbzp07l9atWzN27Fi75K0uKyuLVatWUVVVxZ/+9CeMRiPLli3jwIEDVFRUEBAQQPv27Wvcq9eWeXNzc9Hr9ezfv5/ff/+dLl26EBcXpw5F7NixIwcOHODIkSNs2LCB9u3bM2HCBObOnWuTfLWdOXOGlStXcv78eQDat2+vHpcajYbhw4fTunVrvvnmGzZv3sycOXPw8fEhKiqqSduVuVka4dy5c+Tk5ODj40NYWBilpaUUFhbWuNNRfn4+//nPf8jPz+fYsWN4eXmxYsUKu+T97bff+PLLL+ncuTMhISH069ePCxcuqK1cRVF49NFHuXLlCps3b8bV1b7nxX///Xd8fHzUfxcXF1NcXEzHjh3Vx5RqfYmPPPIIwcHBvPXWW8C1DwFbthhPnDjBCy+8wOLFi+nXr1+deQF2797N22+/TceOHfH19VX7nG2d9/Tp0/z000906NCBPn360KZNGwoKCggODlbzvPzyy1y5coXLly/j7u5Oq1ateP/9922W0SQrK4vHH3+cwYMHc/jwYfr378+IESPU4mi6YCg/P5/27dvj4uJCVVWVOiJIsUMfeXJyMsnJycTGxpKQkKDWhdpZFi9erI64ee6555qcV06AWigrK4tHHnmEK1euqK1bDw8P+vbtC6BezeXl5cWePXuAayc/XnrppRrP2zLv448/Trt27di/fz/Hjx+nX79+dOrUCbh28Y2LiwsTJkwgNjYWV1dXqqqq7Nr9M3PmTPLy8hg2bBhw7fZ/tYdomd7Djz76iNLSUv70pz8Bti+MWVlZLFiwgIkTJzJ69Gh1rhVT3upft/38/Pjkk0/o3bs3b7zxht3yzpo1CxcXF7744gsKCgqIioqiXbt2AFRUVODq6kp0dDTdunUjMDCQ3r178/TTTwO2LY4Gg4E333yTe++9l6effprIyEiuXr1KamoqZWVl9OvXTy3aXl5e6vtY/f20x7cdHx8fTpw4Qe/evfnuu+/o1asXPj4+1/2u77jjDu644w61Rd7UY0GKuQXKy8t54403mDhxIs8++yyDBg3i1KlTfP311/j5+REcHFzj4LntttsYPHgwgwYNAmz/h2swGFi2bBn33HMP8+fP55ZbbuFf//oXgwcPVlvlpjwajabOPwZby8rKIiMjg6KiIjIzMxk6dChQ/4dgYGAgEydOVJexZfa8vDwmT57MtGnTePTRR6moqGDbtm2cPn2aixcv0qVLF7RarZpbp9PRvXt3EhIS7JK3rKyMV155hQcffJCnnnqK0NBQ/vrXv3LnnXeql+WbiqNGo8Hf35/Q0FB69+5tl7wuLi7s2bMHPz8/wsPDad++PUFBQWi1Wnbs2EGrVq3o2bMnAGvXrsXNzQ1/f3+b5atPZWUl//znP7njjjv4/fff2b9/P7fddhuZmZlq1+snn3xC27Zt8fb2Vtdr6geP9JlbwPR1U6vVoigK/fr1Y8SIEWRlZfHvf/+bjIwMddmUlBR+/vnnGuvbukjqdDrc3NzU7YaGhhIUFKR+3f/000/VZT/66CN27dpl03x1OXHiBL6+vtx3330cOXKEd999F7j23lVWVqrL/fWvf2X37t01uops/f6eOXOGfv364eXlhcFgYM6cOaSmprJu3TpWrlzJX/7ylxp59+3bx4gRIwDbF0YADw8PvLy81O6fiIgI+vXrR0ZGBh9++KF6Ehzsf/xWVFRgNBrx8/Pj559/pry8HLjW/xwdHc2gQYPIyMjAaDRy+fJlfHx86NOnj83y1Wb6BmY0GunQoQNDhgwhLCyMRx55BB8fHyZPnszKlSuBa12wFRUVdOnSpVkzSMvcDNW7HQ4dOsSxY8cIDw+nTZs2eHl5cfToUTp06EBJSQn9+/fn8uXL5Ofnc/vtt9sts+lk1e+//84tt9xCQEAAW7ZsYd26dYwbN46ysjK+/PJL/Pz8CAoKoqysTC009lBZWYlWqyUgIIDo6Gj69u2Lm5sb33//PTk5OQwdOlT9ENVoNJSVldU4YWSPr9Pt27dXJ1PbuHEjvXr1YunSpdx5551069aNzZs3ExISgre3NxUVFWq3kT3yVlRUUFVVRVZWFn369CEgIIBPPvmElJQUhg0bxvHjx9m9ezeBgYG0adNGHR9vaxcuXKB169a4uLig0Wjo1asXq1at4sSJE4waNQqA1q1bo9VqWbVqFaNHj6Zjx46EhYUBtu8jN+XVarU1+up3797NmTNnGD16NCkpKZw5c4bw8HD69++Pv78/AwYMaPa8Usxv4OTJkyxbtoxffvmFM2fOMG3aND777DO+/fZbfvjhBz766CPGjx9PREQEb7/9Nvfeey9+fn52O7jy8vLw8vLCxcUFrVZLaGgobdu2xcXFhdatWzN16lQiIiIYMGAAv/zyCwEBAfTr10+dr9xeebVaLUajEU9PT9zc3HBzcyMwMBBPT0++++47zp07R0REBEuWLMHf35/bbrvNrnnhWjdAcHAwZ8+e5eLFi0RHR9OjRw9cXV3x9vYmLS2N/v370717d7u9v9WLo4uLCwMGDKBt27a4urrSqlUrZsyYwYgRI7j11lv55ptvCAsLo3fv3nY5fs+fP8/DDz/M7t27uffeewFo1aoVd999N2+//TbZ2dkMGjSIVq1a0blzZ3bu3ElUVFSN6Xht+d7WzqvVajEYDOrf3m+//cYPP/xAdnY2S5Ys4eTJkxQVFann15o7r1zO34BTp04xe/ZsJkyYgKenJx9//DF79+5l2bJlpKenU1hYyP3336+2YHr37n3d5di2Hh5333330aFDB3WmRo1Go94ZpvpoG51Ox2+//aaOi3eEvKbWjSlv69atGTFiBB4eHvzjH/9gxIgRjBw5ssbXaXu/vx4eHsTFxdG3b1/1j9TV1ZW2bdui1WrV7gF75DUVm969e6tdPq6uruq3zOrz0/v7+1NaWkpRUZHd8hqNRm655RbKy8uZN28eycnJwLVrCzZv3szcuXN57bXXaN++PWfOnKF169Z2vVNTXXlNx25oaChPPPEE3bp1Y9OmTeoJ8O7du1stjwxNbMDmzZs5deqUeia/rKyMiRMnEhgYyN/+9jfgf8O8vvnmGzw9PdU+XnsoLi7m9ddfJzs7m4qKCnUqzcrKSlxdXTl37hw//fQTly5d4tChQ7Rq1cpuwyXNyWtqFRoMBiZNmkS/fv3U4Yf2GHJWX97qfvzxR7KystizZw8eHh5qP6k95OXl8dprr1FeXo6Hh4daHE3dAb/99hv79u3Dw8OD1NRU3N3d7Xo8/Oc//+HTTz/l+eefZ/ny5bi7u7N69Wr1+cuXL/Pdd9+Rl5eHm5sbM2fOBOx3iX5DeY1GI3v37iUyMhIXF5caGa2VV06ANqCiooIdO3aorRUPDw+++uorcnNzmTdvHgAHDhzg+PHj9OjRQy3k9vh8VBSF//73vxQUFPDRRx/h4+PDhAkTANThhj4+PupIi759+6p/uE298swaeQ0Gg3rAr1y5ktDQ0BrjyG39x9tQXrh2jsJgMLB//35Onz7NLbfcohZye7WXfv75ZyoqKliwYAEGg4E//OEPAGpxadu2LTt37mTXrl107drVrscDwOjRo3njjTcICwvj+eefp6ysjD/84Q/qyUVfX18eeOAB5syZoxZyexwL5uTVarUMGTKkxuggE6vlbdJkAC1cYWGhsmDBAuXvf/+7Ulpaqj5eUFCgTJgwQfnhhx+uW8fec5fk5uYqiqIoRUVFyqOPPqo88MAD6rwQdXHkvKZ5LarPseHIeeti77ym+ed//fVXZcaMGcq8efMcOm/13/3Ro0eV6dOnK0899ZSiKIry7LPPKnq93p7xrlNX3ieffFJRlGt5t2/fbrMs0jJvgI+PD+Hh4fz3v//lyy+/VO/I07ZtW8LCwvj9999rLK/Yaa4K07YB9WIgLy8v/vKXv9C6dWv1HoMzZ85k06ZNNdZz5LyPPfYYW7du5dZbb1XXceS8M2fO5F//+leNdew5Zh+ujbiBa+dzFixYQGlpqXq14TPPPENaWpq6rCPkrd6S7dGjB4sXL6a4uJhbb70VnU7HmDFj7JqvtrryXr16Vc1711132SyLFPN6mA7s2NhYQkND2bNnDx9//LE6WVZeXh5XrlypsY4971Ze17Y9PT1Zv349rVq1IiwsjICAACZNmmSHdNczN69pVEN969iKuXkffPDBBtextYaKo4eHR43i6Ah5TRRFwc3NjS5dulBSUsL48eNrdLM5GkfIK6NZ6qHRaDAajbi6ujJr1iy++OILdu/ezf33309ISAheXl7Ex8fbO6ZZTHfjsdfcJZaSvM3vRsXG0fKaPlg+/PBDOnXq5NBZwTHy3vSjWUpLS9HpdPXeqqv2L2Pfvn24u7urX/1tfXDdKG9tGzZsYN++ferJOEf9YzCRvJa5cOECBoPB7Fu3ffjhh/z66681TnbaKm9+fj7Z2dl07NgRf39/s26Jdvr0aXVIra3fW2fLe1MX8+PHj/Puu++SlJRUY7pac9n6l9WYvFeuXFHnf7B13jNnzrB371569+5NSEiIOg92QySv+bKzs3nuueeIi4vj4YcfNmv79io2mZmZPPXUUwQHB5Ofn899991HfHw8bm5udXbvKLWG79X+t+S9nuM2eawsKyuLF154gSFDhjSqkINtTx42Nq+p0Nj65Nbx48eJj4/n22+/Vb/NmEPymicrK4unn34ab29v9SYMDW3f1GarPh2rrfJeunSJRYsWMXfuXD744APi4uLYunVrjeGnpuGHJrULNZCLkgAADMNJREFUoS0Lo7PlVdls3IwDycnJUe644w7l888/VxTl2vCin3/+Wfntt9+UgoIC9TFH4Wx5KyoqlFdeeUVZt26doijXhrv9+uuvSmZmpnq7L8nbeCdOnFDuu+8+5YsvvlAURVFeeOEFdcikaTinvYcYVnf58mXliSeeULKzs9XHpk2bpnz++efKDz/8oJw5c0Z9/IcfflB+++03e8RUOVtek5vuBGhVVRU7duwgKCiI4cOHAzBr1iyqqqooLCwkLCyMKVOmqH3iqampdOrUSZ0YR/LemKurK8XFxeosh9OmTaOqqoqrV68SEhLC1KlTJW8jKIpCWVkZixcv5pFHHuG+++6jrKyMM2fOkJaWxrRp09QWoanV/eOPP9KtW7caUznYWlVVFRcvXiQtLY2oqCj27t3LoUOH1C6Mjh078uSTT5KXl4der+eOO+6QvI1w0020ZZqZLzc3lyNHjrBp0ya6devG8uXL6d69O0VFRRw4cICIiAjOnj3L3r17KS4upnv37uq8C5L3xkpKSsjKyuL48eO0adOG//u//1PvUL53715uu+02cnNzJa8FNBoNbm5u3HHHHURERKjz2HTq1InvvvuO/v371zhJ98svv7B582Zat26tzvttK6dPn2bLli1cvHiR9u3bM2TIELZs2cK+ffvYvn0727ZtIyYmhjZt2pCamkp0dDQ9e/YkLCyMvLw8evToYfO7LzlT3rrcNMX89OnTbN68mYsXL9KuXTuGDh3KF198QVlZGbNmzaJt27YEBQVRXl7Ol19+ybhx4wgMDKRPnz6Ul5cTHBxs9giSmzXvli1bKCgowGg00rt3b9asWcPp06cZMWIEt9xyC0FBQVRVVbFt2zbuvvtugoKCJK8FeU3Hg2nObBODwcB3331Ht27d6NKli3o5ub+/v12KjenuVjqdjiNHjvCPf/yDsLAwnnzySSIjIzl16hT33XcfWq2Wbt268fnnnzNw4EA6deqEt7c3QUFBNv2gdLa89bkpirnpl+Xu7s6RI0f45z//SVBQkPq1tH///uovo1u3buj1eoYMGULbtm3R6XR06NDBLgeXs+XV6XT8/PPP6reHyZMns27dOnVeal9fX4KDg9m6dSuDBg0iICBA8lqQ193dnf/3//4fX375JS4uLvTt2xeNRkPbtm3Jy8tj+fLljBs3jjZt2qgF3dbFprKykr/85S+MHj2aJ598kiFDhuDv78+CBQvw8vJiwIABvPXWW3h6eqLT6Vi8eDF+fn7q3ZcAm96D1tnyNsjenfbWVlFRoSxZskTZuHGjoijX5lXZtm2bEh4ervzrX/9Slzt8+LBy+PBhZf78+UpiYqK94raovHq9XsnJyVHi4+OVJ598Ulm6dKkyY8YM5ZlnnpG8Tcj773//W+nfv7+yfv36Gsu+8soryoQJE5SioiJ7RFUtXLhQef3112s8tmPHDmXgwIFKenq6snv3biUmJkZ5/PHHlZdfflldxnTy1tacLW99WnzLXKvVkpaWxpUrV7j99ttp1aoVoaGh9OrVi6SkJDp27Ei3bt148cUX+e9//4u/v796s13FHmNFW0jekJAQXnzxRUaMGMGUKVPw8PDg999/JzQ0lBdffFHyNiFvr169CAkJYcmSJXTo0EG9kUSnTp3w9/dn4MCBNs1oYnp/tFotR48epX379uot6nr06IG/vz8bNmxg9uzZxMTEcM8996jTCdjj4jBny3sjLbqY3+iXZbrJwPjx47nrrruYOHEid955J+CYB5cz5e3Zsyf+/v5s3LiR0aNHM2DAAIYOHaoWGsnbtLw9evQgICCArVu3EhERgbe3N+3bt1dvkGGPDx7T9jw8PPj+++85c+YMHTp0UCf70ul0bN++nYiICDp37qx2/Sh2muDL2fLeiOMlakamX1ZYWBhlZWVs27aNY8eOqc+Hh4dTUlLC2bNn8fPzU39B9j64Wkre/v37U1ZWdt2EZGCf2RpbWt7w8HDKysooKyurd11bUxSFTp06MW/ePE6ePMlnn33Gnj17gGsfmC4uLly4cKHGOvac4MvZ8jakRbfM4dovq02bNvTs2ZNt27aRm5uLu7s7Xbp0oW3btmzZsoV+/frVuFO2vQ+ulpR38+bN1+W1J8lrHWfPnsXb2xtFUTAajeq3hL1797J7927S0tLYsmULPj4+PPbYY3bN6ox5zdFi52Y5e/YsgYGBGI1GFEXBxcWFzMxM/v73v1NYWIibmxvl5eV4enryzjvv2Duu5JW8TpnXaDRy5coVxowZwxtvvMHo0aPVqQM0Gg2FhYWcP3+e9PR0vL29mThxImC/W705W16LWPf8qu1VVVUply5dUgYPHqzs2LFDUZRrZ51NZ54LCgqUX3/9Vfn444+VTZs2qevZ68y05JW8zpzX5OOPP1bmz5+vTn/QEEeYasDZ8pqjxXWzaDQaPDw8cHNz47vvvmPw4MF4enqqn6qtWrWiffv2DBgwgFtuuQWw75lpySt5nTXvxYsX8fT0BMDd3Z2MjAz69OlD+/bt1XHudbFXC9fZ8lqqRZ0AvXjxovrzkCFD0Gg0/1979/MSxRsHcPydP9YfSwSFlkEK/gB1QYlKoTxs1kGxH5CRQR7M/gItqM2ShKBDl2pP0qFAumgSiBgJaSRJrJYuScke1hYWD4nYglmzmU+Hvg71rYN8c2b28ft5ncYfC28cfZydeeYZ8+LFv1c5+5lTf7jSay3ptU4kEuHChQt0dHQQj8cpKSkhNzeX69evA9h6d+xa6Nb7X2yYI/NIJMLly5cJBoPs37+fHTt28PbtW7q7uzlx4kTCTSWSXmtJ7/pT/5w3Xl5eNu+S7e/vZ2RkhLm5ORoaGgiHwywtLVFUVOR0rna9f0vrwVy3nSW90qtr72rrixcvuHXrFqFQCLfbjc/nIyUlhbGxMW7fvo3L5WJhYcG8/0F67aPtYK7bzpJe6dW1d/V88ujoKO3t7Zw6dQrDMHj69CmTk5OcO3eOw4cP43a7CYVCKKWoqamRXptpOZjrtrOkV3p17F29YJiUlIRhGHR1dVFbW0t9fT3l5eUUFxczMDBANBqloqKC0tJSvF4vx48fB+yfzqdb77qzcebMX5ubmzO3v3z5ojo6OlR3d7f58dTUlGpqalJ+v9/8vlgsZm7bPX1Leq0lvdYxDEO1t7f/ssjYzZs3lc/nMxfyMgxD9fb2qtbWVrW0tPTL6+3+2erWawXnr6qsUTwex+/309raCvyYWpSZmcnExASLi4ukpaVRVFTE0aNHmZmZ4fPnz8Cvz2i087+u9Eqvzr2pqak0NDTgcrloa2sD4MCBA+bDOj59+oTL5WL37t18/PjR7F1l9xGubr1W0OY0S1JSEtu3b2dqaorh4WEOHTrEpk2beP36NZs3byY7O5uMjAzS09MZHBzk4MGDZGRkmK93YrU76ZVeXXtX10nPzc0lEAgQCAQ4c+YM4XCYkZERZmdn2bp1K3fu3CEnJ8fxc8669VpBm8Fct50lvdKrW280GiUQCLBz504MwyAtLY1t27ZRWFjIs2fPePXqFefPn2dlZYVgMMjQ0BA5OTlcvXoVsP/dg269VkvotVmi0SjT09NUVVXx7ds33G43SinC4TB+v5+srCza2tro7+/n+fPnxGIxdu3axZUrVwBnfrmkV3p17I3H49TU1DA7O8vJkyeJRCLU1dWRnZ1NdXU1b9684dGjR6SmpuLz+QCIxWJs2bIFsP8uVN167ZCwg7luO0t6pVfnXoB3795x9uxZjhw5wrFjx3j8+DGjo6MUFhaysLDAnj176Onpwev18vMbeqeOcHXrtVrCnmZJTk6moqKCJ0+eUFpaSnNzM+Pj4zx8+JDx8XGGh4cpKCigr6+P9+/f4/V6SU9PB5xZ31t6pVfnXoCsrCwqKyu5du0a+/bto7m5mfr6evLz80lOTubDhw+EQiHy8vKorq42X+fUwKhbr9US5Emkf1ZSUsLdu3c5ffo05eXlXLx4kXg8Tjgc5uXLl0SjUZaXl39bt8KpnSW90qtzL/x44MWDBw9obGxkfn6epqYmiouLzUfTtbS04Ha7gcQ4wtWt11J2zH/8WxMTE8rj8ah79+799rXFxUVzO1HmikqvtaTXepOTk8rj8aiuri7zc1+/fjW3E6lVKf16raDFYK6UfjtLeq0lvdYLBoPK4/Gozs5Op1PWRLfe9abNYK6UfjtLeq0lvdYbGxtTly5dcjpjzXTrXU9azc0pKyvj/v37zMzMOJ2yJtJrLem13t69e7lx4waA+Xi1RKZb73pK2KmJa6E0u6AhvdaSXvF/pvVgLoQQ4getTrMIIYT4MxnMhRBiA5DBXAghNgAZzIUQYgOQwVwIITYAGcyFEGID+A4Zy7G9lNB9AAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(idf,type='ohlc',hlines=[3080.],figscale=0.75)\n",
    "mpf.plot(idf,type='candle',hlines=[3080.],figscale=0.75)\n",
    "mpf.plot(idf,type='line',hlines=[3080.],figscale=0.75)\n",
    "mpf.plot(idf,type='renko',hlines=[3080.],renko_params=dict(brick_size=0.85),figscale=0.75)\n",
    "mpf.plot(idf,type='pnf',hlines=[3080.],pointnfig_params=dict(box_size=2),figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0, 3091, 3068]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0, 3091, 3068]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0, 3091, 3068]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0, 3091, 3068]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0, 3091, 3068]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(idf,type='ohlc',hlines=[3080.,3091,3068],figscale=0.75)\n",
    "mpf.plot(idf,type='candle',hlines=[3080.,3091,3068],figscale=0.75)\n",
    "mpf.plot(idf,type='line',hlines=[3080.,3091,3068],figscale=0.75)\n",
    "mpf.plot(idf,type='renko',hlines=[3080.,3091,3068],renko_params=dict(brick_size=0.85),figscale=0.75)\n",
    "mpf.plot(idf,type='pnf',hlines=[3080.,3091,3068],pointnfig_params=dict(box_size=2),figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0, 3091, 3068]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': None, 'vlines': None, 'alines': None, 'tlines': None, 'colors': None, 'linestyle': '-', 'linewidths': None}\n",
      "hlines= [3080.0, 3091, 3068]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAEoCAYAAACTlKD9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeVyU1f7A8c/MwMAAgriAioC44JIKKmiiZrniVpYbYOp1yVyy8ireJA230p9L5gK2XkXNXHIpNcFu2aLmhuCSC8qiFooCKvs68/uDIDBUGGaemYHzfr16GbM85xzO8OVwnnPOV6bRaDQIgiAIJkFu6AoIgiAIFSeCtiAIggkRQVsQBMGEiKAtCIJgQswMXQF9UqlU5OXlUatWLUNXRRAEoULS09NRKpVkZ2eX+3y1Dtp5eXmo1WrU6r8XyMhkMkx9wYxog3EQbTAO1a0NarWavLy8x762WgftWrVqoVZriLp0o+QxJwcb/rybYcBaVZ1og3EQbTAO1a0NHdq4IpfLHvtaMactCIJgQkTQFgRBMCEiaAuCIJgQEbQFQRBMiAjagiAIJkQEbUEQBBMigrYgCIIJkXSddkREBKGhoeTm5mJvb8/ChQtxd3dn06ZN7NixA7VajZeXF8HBwSiVSpKTkwkODub69esAvPfee3Tr1g2Avn37otFoMDMraoKjoyNhYWFSNkeoBnw6teZ45OVqX6ZQfUgWtBMTEwkODmb37t04OTkRFhZGUFAQ8+bNY/Pmzezbtw8bGxumTZvG1q1bmTBhAkuWLMHFxYWQkBCuXr3K+PHjOXz4MDY2NqSlpbF//34cHBykaoJQzfh0al3yrxRBtLg8QagKyaZHzMzMWLVqFU5OTgB07dqV+Ph4wsPDGThwILa2tsjlcvz9/Tl06BAAx48fZ9iwYQC0bNmSZ555hhMnTgCQkZGBra2tVNUXqqHSgdqnU2u9BtXS1xajbKEqJBtpOzg4lIyKCwoK2Lt3L7179yYhIYFevXqVvM7Z2Zm4uDigaD9+YWFhyXNWVlbcuHGDrKwsCgsLmTt3LlevXsXe3p5Zs2bRsWPHf5Qrk8lwcrAp+VpppijztSkSbdCdG7duAeDWxAWA7p3bABCfcPOp761IG4qvK1fIKnRNqRlLP1RFdWvDk7awgwHOHgkLCyM0NLRk2iMwMBClUlnyvKWlZcnpVj4+PoSFhbF48WKuXbvGiRMnaNmyJWq1muHDhzNq1CjatWtHeHg4U6dO5fDhw9jZ2ZUpT6PRlDmXoLqdU2CqjK0NR09dAv4eEbs6Oz91RPykNjw6aj8eedmo2lvM2PpBG9WtDWq1xrjOHhk3bhwnTpxg3Lhx+Pn5IZfLy5xolZ2djZWVFQDz5s0jPT2dgQMH8vHHH9OjRw9sbW2xsbFhyZIltGvXDgBfX18cHByIjo6WujlCNaOLKZNHp0LEdIigS5IF7djYWI4fPw4UTVkMHjyYzMxMZDJZyXQIwPXr12nevDkAdevWZd26dURERPDRRx9x9+5d3N3dycrKKvOeYsUrSQShKh4NtBUN3I8GeRGsBX2QLGinpqYyZ84ckpKSAIiMjCQ/P5+pU6dy6NAhUlJSKCgoYNu2bQwaNAiARYsWsWnTJgBOnjxJUlISnTp1IiUlBT8/v5LAfezYMZKTk/Hw8JCqOUINUJlRtxhdC1KRbGjq7e3NlClTGD9+PGq1GqVSyerVq/H29mbixIkEBASg0Wjw8fHB398fgNGjRxMYGMjWrVuxtbVl7dq1KBQKnJ2dCQ4O5o033qCwsBA7OztCQkKwsTHtmxGC8SkOvqWXB5b3+KOvFwR9kWlMPeXDE9SuXVskQTBSptqG4iCdnHwXB0dH1IVFPz6mGqxNtR9Kq25tKE6C8ODBg3JfK7axC0IlHI+8THLyXQDu/jXVZ6oBWzBN4s6dIFRQ8Si7Xr2i/QZyhQx1oUZsSxckJYK2IFRAeatCnBxscHV2LvO8CN6CvomgLQhP8LQbjU+7USkIuiaCtiCUo7KrQsoL3iJwC/ogbkQKwiOqsuZaykOohJpJBG1B+IuudjRqu6NSECpCBG1BQD87GsWoW9AHEbSFGk3f54WIUbegayJoCzWWlOeFlL6+CNxCVYjVI0KNZYjVHWJFiVBVYqQtCIJgQsRIW6ixDLERxlCbb9RqNXGx1zgffZY7t/8kJyeH7Oxs7GpZUqBWoLKyomnTFnh06ISDYwNJ6waGWdduqmvpRdAWajypAqnUc9kZGelEfLef347/woVzUdja2eHh6YWziyt16zugslRhZ2NOYtJ9MjMz+eH7Q3y4YgkqlRUeHTrRq48vPt17olAoJKlvde0HXRNHs5og0Qbd0nb1SEXbIPWZ2ykpyWz6fAOHww/g1bkrvfv64uHZibr16v/jtY+2QaPRcCMhnqjIU3x3YC8pycmM9B/DsJGjMTc312u9tf0+GWs/VEZljmYVI22hxjseeVlvZ4dImX5Mo9Hw3f69hKxdie+gl9i641vqOzhW6hoymYwmbk1p4taUl4f7ceXyRT7/ZD3f7NnJvIXLeKZtez3VXr9HAVSnNHAiaAsCuj/4SeogodFoCF27imNHf2Ltho00b9FSJ9dt1botKz/6mP8d/o7At6cwd/4SevTspZNrP44uf4ka8+haWyJoC0IpVR3tGSpIhK5dRdTZU3z8+ZfY2tnp/Pp9+g2kkZMzc2ZORaFQ4NO9p87LKE0Xo+7qNLouTSz5E4RyaLMF3VDJfc9GniIifD+r132ml4BdrM0z7Vi8bDVLl8wnPe2h3sopTdt+KD1Cr04BG0TQFoTHqugWdH1vhX+akDUrmDk7iFq2+gvYxTp09KbHcy/w5Zb/6r2sYuX1Q3l9Yeh+kIoI2oLwFE8KGIYaXRe7fftPEv/8gx49e0tW5uCXhnPkhwikXnj2pF+ihu4HKYklf+Xovf6YvqsmCEIN8MMb3Sr0OpGNXRAEoZoSq0fKUdHfjoZiTBtTtGWKbXj0T/DundugLtSUeUxqMVcv8+5/3mLn3ghkMlml369NP/xx6yavT/Bnf8SvyOXSj/senc+WK2QG7wcpiaAtCE/xuGV88Qk3+fNuhkHzQrZwb4W6UM3lSxdp80w7Scr83+Hv6NGzl+QB+3H9UPyLp6YkVxbTI4LwBBW5wWXIDDUymYxxE15nxdKFFBQU6L28xD9vsX1bGP6vTtB7WaVVtB9qQsIJSYN2REQEL730Er6+vvj7+xMTEwPApk2bGDBgAP379+fdd98lLy8PgOTkZKZPn07//v3p378/x479fYPwypUr+Pn50b9/f/z8/Lhy5YqUTRGqucouH6vosjR9GDJ0OHZ2diz/YAGFhYV6K+f+/VTmBr7JmHGTcG3iprdyStNmGV91T/MmWdBOTEwkODiY0NBQwsPD8fX1JSgoiOjoaDZv3syOHTs4dOgQKSkpbN26FYAlS5bg4uJCREQEa9euJTAwkIyMovm3mTNnMmnSJCIiIvjXv/5FYGCgVE0RqrHygkRls7FLPdqTyWS8v3wNt2//SfC7s8jM1P29gls3bzBt0qv4dO9JwBhpRtmm1g9SkSxom5mZsWrVKpycnADo2rUr8fHxhIeHM3DgQGxtbZHL5fj7+3Po0CEAjh8/zrBhwwBo2bIlzzzzDCdOnODq1aukp6fTp08fAHx9fUlJSSE2Nlaq5gjVkC7X+ko92rO2tmHlRx+jUlkzZtRLHPkhArVaXeXr5mRnE/bfT3htvB8j/Mbw+rS3tbrhWRm63CRTHUfdkt2IdHBwwMHBAYCCggL27t1L7969SUhIoFevvw+gcXZ2Ji4uDigaQZT+c8/KyoobN25QWFhI48aNy1y/+H3NmjUr87hMJsPJwabka6WZoszXpki0QbfcmrgARasQoOgGY0U8rQ03bt0qc/3undtU+NrasSE0ZA3Hjh1l6fvv88UnaxgzZiyDBg/B0bH80/7Ka4NGoyHm6lW+/noXu7/+mme7PsuBAwdwdXXVY92rUz9UXuk2yOVP/qUo+eqRsLAwQkNDcXFxISQkhMDAQJRKZcnzlpaWZGdnA+Dj40NYWBiLFy/m2rVrnDhxgpYtW5KdnY2FhUWZ61pYWJCVlfWP8jQaTZklTaa41OxRog26U96IrqL1qmgbjp66VFKOq7NzmbL0oUkLTz7euJML56LYvWsbH67+CFtbWzw8O+Hh2QknZxdUKhWWlirq17Yk4c8UsrMyibl6mfPRZzl37izW1jb06t2fTzZup5FTUZ312V9S9UNxWVL0Q2WUboNarXli4JY8aI8bN46xY8dy8OBB/Pz8cHV1LbnxCJCdnY2VlRUA8+bNY8GCBQwcOJDWrVvTo0cPbG1tsbKyIjc3t8x1c3JysLa2lrQtgmmT8pwKqTOxy2Qy2nt2pL1nR9RqNTcS4oiOOkPkmZN8d2AfOTk55GRnoVIpkcnNsVRZ0bRpc/r6DmL2O+9V+hxuXZEiiJY++tUUSRa0Y2NjSUpKwsfHB5lMxuDBg1m8eDEymaxkOgTg+vXrNG/eHIC6deuybt26kufGjh2Lu7s7derUISEhAbVajVwup6CggISEhH9MjQjCk9SUbOxyuRy3ps1xa9qcl4f5lXnOWP7ikfr7YiwjbG1IdiMyNTWVOXPmkJSUBEBkZCT5+flMnTq1ZNVIQUEB27ZtY9CgQQAsWrSITZs2AXDy5EmSkpLo1KkTzZs3p379+hw4cACAffv20bhxY9zcpFmGJAiCYCiSjbS9vb2ZMmUK48ePR61Wo1QqWb16Nd7e3kycOJGAgAA0Gg0+Pj74+/sDMHr0aAIDA9m6dSu2trasXbu2JMnoypUrmT9/PuvXr6du3bqsWLFCqqYI1YQhjvE0xG69goICrl+7QnRUJOejz5J0J/Gv6ZFsLC3NkSuUWKpUuLk1x6NDJzw7dKKRk7PeV4mUJvX3xZR3TYpT/kyQaIPuVCVwV6YNUme00Wg0RJ4+wZ6vt3P65HEcHBvg4dkRjw5eODUuvhFpiWMdK+L/SCYrM5NrMVc4F32G6KhIAHr17s8rIwIk2UgjVT9UtSx9qcwpfyJomyDRBt2SMgu4JDfajv7M+jUrkMlkDB85ml59fLGrXbvc15bXBo1Gwx+3bnJw/x727/ua1s+0Y8bb/9F78K5u/VAZImj/RQRt42WMbajsD/XT2iD16DonO5tl77/H7xfP8fasIHy693zqFMfT2pCXl8funV+yeeOnjJs4hVH+YyXZXFPa075vxtYP2hDnaQuCFnS5e07qTCrp6WnMnPEaMpmMLV99Q7cez+skuCqVSvxfHc8XW3Zx8Ns9hKxZqfeMNbrcgl4dM9qIoC0IpVT14CdDJJVVq9UEzXmLZs3dmb9wGZYqlc7LaNSoMSGfbOZs5Em2bPpM59cvj6764dFrmToRtAWhHJUd7RkySHyzZyc5OdnMDHxXr2dc29rZ8cHytXy1dSPxcdf1Vk5p2oy6q+PoujQRtAXhCSqaBbz066UMEhqNhs0bP2X2nPkly2H1qUHDRviPGc+2LRv1XlZplc3GXh2DdTGRuUYQnuLRLejFGWrcmrgYPM1VzJVLmCvNcW/VRrIy+/QbyMQxIygsLJTkF0Wx8voBRLoxQRAeo/SZFe6udQGoV8/BoEHi5s0btGzVRtKNMI0aNUatVpORnv7YpYT6VDp4JyffBQzfD1IS0yOCUEWGPHxIoZCTl5v39BfqkFqtJj8/H7nCcOHjadNU1ZkI2oJQAY/Oo8bcSCEzO7fM84bwTFsPzp07S35+vmRlXvr9Ao4NGlKrlq1kZZZmjP0gJRG0BeEpnnSj0dCZURwbNMTZ2YWfj3wvWZnf7t3FC737SVZesSet0DF0P0hJzGkLwmNUdCfd425USmXG2//h3Xfexsu7K7Xt7fVa1plTv3HyxFG27vhWr+WUVpV+eNLrTZUYaQtCObRZxmeo0V57z44MfvEV3po+kfv3U/VWzoVzUQS/O5ug+e9LNjWibT9U16S+IIK2IJRR1U0yVd1Rqa3JU9+iW4+eTJkYwJXLF3V6bY1Gw6GD3zDn39OYt3AZXbp20+n1y6OLzUrVdcpETI8IAro/VEjqKROZTMbkqW/RpEkzZr35Oi/07k/AmPEl+R21odFoOB99ls8/Xc+D+6msCflCkvXgutxZauipK30QQVuo8fS5/bz02m4p5lj7DRhMl67d2bLpMyaMHUm79p707jsAjw6daNCg0VPXcxcWFhJ7PYaos6c5+O0ecnKyGeU/jpdeGYmZmX7DhT5P45O6H/RJHM1qgkQbdKOqQcLYD9/Pyc7m+4iD/Hb8V85FncHM3BwPz044u7hiaalCpbLC1tqM23cfkJmZwfWYK1y8cI46derS3rMTvfr60rmLj17PMykmkiBU/GhWMdIWajypfnClzgJuqVIxZOhwhgwdXpLY4FzUGe7cuU3aw4ck3bmNXS1L8gvlWKqseOmVkcxf9H/Y29eRrI6lSdkPYLo3KEXQFmqsmpKNHYrmvJ1dXHF2cS3zuDH8xQM1qy+qSgRtQahBNBoN2dlZfyX2zYJ8Wx5kqFFZWWFhYWHo6gkVIIK2UGPVhGzs+fn5XL38O9FRZzgXHcn5c1Hk5eb+ldhXhZkCHqZnkp2VSX2HBnh26ER7z454eHrh2sRNsoOoRDb2ihNBW6ixpFxRIPUviKQ7t9m7ezsHvtlN3Xr18fDsRP8BQ/hP0ELq1XcoeV3x9IhareZGQhznoiOJPnuGjZ9toJatLa8M96f/wCFYWVnrvc4gbT+YKrF6xASJNuieNkG1Im2QOqlsdnYWX3wSwv5vd9PfdzCvjAigiVvTx77+cW3QaDScOfUbu3du4/eL55gyfSYDh7wsaVJfU+6HyhKrRwShkvQx6pZ6dH3zRgKz3ppM23aebNt1gLp162l9LZlMhncXH7y7+HDl8kWWLQnmpyPfs+iDVahUVjqsdVnVoR/0TWxjF4S/6OrMCkPki7wWc4Xpr49l3PjXCV68vEoB+1GtWrfls03bsbOrzdvTJ5Genqaza5dHV0cBVNfkviJoC8IjqpoFvPR1pAgUmZkZvDPrDd58+z8MfmmYXsowNzcn6L33cXF1Y8XShXop41FV+SVanZP7Sjo9EhERQWhoKLm5udjb27Nw4ULc3d3ZtGkTO3bsQK1W4+XlRXBwMEqlknv37vHee+8RFxeHQqFg6NChTJ48GYC+ffui0WhKttY6OjoSFhYmZXOEaqyyx3wackT32Ya1dOjUmb6+g/RajlwuZ9aceYzxf4ljv/5Etx7P67W8YpWZMjH2uWtdkCxoJyYmEhwczO7du3FyciIsLIygoCDmzZvH5s2b2bdvHzY2NkybNo2tW7cyYcIEli1bhpubGxs2bCAjI4Nhw4bRtm1bfHx8SEtLY//+/Tg4ODy9cEHQ0tMOHDJ0kMjPz+e7A/vYtuuAJOVZqlRMeG063+zZKVnQhood/FQdp0LKI9n0iJmZGatWrcLJyQmArl27Eh8fT3h4OAMHDsTW1ha5XI6/vz+HDh0CICYmhq5duwJgY2ND27ZtiYmJASAjIwNbW8OkOxJqnvKmTNyauJR53hCB4lzUGVzdmpZZxqdv3Z97gcgzJyVNcVbscf1QegRenQM2SDjSdnBwKBkVFxQUsHfvXnr37k1CQgK9evUqeZ2zszNxcXFAUWAPDw+na9eupKSkcO7cOV577TWysrIoLCxk7ty5XL16FXt7e2bNmkXHjh2lao5QAxUHg+JM7GD4LOCpKSk0aNBQ0jJr1bLFXKkkIyPdIOeUlNcPUJQvsiaQfMlfWFgYoaGhuLi4EBISQmBgIEqlsuR5S0tLsrOzAZgxYwYBAQE8++yzZGVlMWHCBFq1akVGRgbDhw9n1KhRtGvXjvDwcKZOncrhw4exs7MrU55MJsPJwabka6WZoszXpki0wXDcmrjg4OjI3aQkHB0d0QDdO7chPuGmQerj4lSP3OwMrb+X2vRDbm4uBXm5NHd1wNLSUqtyq6q4HwBkYPB+qKrS/SCXP3ktvORBe9y4cYwdO5aDBw/i5+eHq6sreXl5Jc9nZ2djZVW0DnTu3Ln079+f6dOn8/DhQyZNmsR3333HwIEDWbJkScl7fH19CQkJITo6mp49e5YpT6PRlFl4b2ybOrQh2iC9R+euY26k4ORgg6tzUZKB4n+lHnU3bvoMZ89GcTXuNjY2tSr9fm364egvR3Bv9QwpaQWQJm0flncPwRj6oapK94NarXli4JZsTjs2Npbjx48DRaPfwYMHk5mZiUwmK5kOAbh+/TrNmzcH4NixYwwePBiZTEbt2rXp1q0bp0+fJisrq8x7iun7kHah5ilvre+jWcANmY/QxqYWz/p0Z8e2zZKUp1ar+XLzF/QfOESS8koz5n6QkmRBOzU1lTlz5pCUlARAZGQk+fn5TJ06lUOHDpGSkkJBQQHbtm1j0KCipUtubm4cOXIEgJycHE6ePEmLFi1ISUnBz8+vJHAfO3aM5ORkPDw8pGqOUANUZq2vIfMRvjnzHb7esZXLly7ovaztX26isLCQwS/qZz14eUp/P425H6Qi2dDU29ubKVOmMH78eNRqNUqlktWrV+Pt7c3EiRMJCAhAo9Hg4+ODv78/AMuWLWPx4sVs374djUZDjx49GDmyKO1RcHAwb7zxBoWFhdjZ2RESEoKNjenNkQrGR9tlfIbKR+jg2IC585cw+60pLFu5nnYeHfRSzvZtYezavpX1n2xCoVDopYzSdNkPlXm/sRMHRpkg0Qb9qcxa3ye1wRDrt0/8dpSF8wIZO34yI/zGVGi6sCL98PDBA9Z9tJwL58+yJuS/NGjYSFdVfixd9UNlr2UolTkwSmxjFwR0f06Frs7PqIxnu3bns007OH7sF8YFvMzBb/eQm5Oj9fVSku/xxachBIwYhEqlYuPW3XoP2Po4L6S6TZmIkbYJEm3QnaqMiCvTBilHexqNhhPHf2XXjq1c/v0C3Xq8QIeOXrT37ERjZ5cyx6uWbkN+fj7XYq5wLuoMUZGniY46Q+++vozwG0PTZi30WmfQ/ntkrP1QGZUZaYugbYJEG3Sjqj/AppAF/M8/bnLi+FHORUdyLjqSwoICnBq7lGSusbSQk3I/neysTOLjYmnk1Lgoc41HJ7p2f45ataTZdSyysevpPG21Ws2RI0eIjY2lX79+1KlTh7S0NBo3blz1WguCxIoPIqrOWcCdGrswbGQAw0YW3ei/cyeRpDu3yc7OJic7C4c6NmTmgkplRRO3ptSytXv6RfWkOveDLlU4aN++fZtXX32VxMREANq0aUNycjKvv/46GzdupH379nqrpCDoS03KAi6TyWjY0ImGDZ1KHjOGv3igZvVDVVX4RmRQUBA5OTlMmzaN4hkVe3t7rKysWLFihd4qWB0Z6maIqY4s9Kkm9UNhYSExVy/z688/8n34Qb7du4tdu3byv8PfcfzozyQm/oGhZktrUj9UVYVH2lFRUbz55pu8+OKLhISEANCsWTPGjh3LJ598orcKVmdS/Wluqh9OfZN6PbUh+iHm6mWOH/2Z89GRXLxwjrp169HYxRVLS0ssLa2wslSQnJpGVmYG12KuoDAzw8OjIx4dvOj5Qh9JTw+Uaj21qf88VDho29vbk5iYWHLnufjfixcvYm0tTabm6kKqLOCGPuvZ2JWe26xO2dgLCwv54fAhdu3cSvLdu7zQpz8vvTKK+Yv+7x+n8pWeHtFoNPz5xy3ORZ3hbOQpPt2wBu8uXfEL+Bdt23vqtc6P/kxUh37QlwqvHgkKCmLv3r20aNGCa9eu0bZtW1JTU0lMTGT48OEsXrxY33WtNFNYPSJF9mlj/HAacz9Axb5nxtgP12KusHTxPBRmZowZ9xo+3Xs+cZPNk9qQnp5G+MFv2br5czp26szbs4Kwq11bX1UHpOmHil5XSnpZ8vfw4UOmT5/OmTNnyjzu5eXFhg0bqFWr8ieM6ZspBO1iprwTTxuiH3Tvh+8PsXLZIt54K5CBQ14usx77cSrSD9nZWXwSuoaff/yej0K+wLWJm66q/Fim3A/a0Os67StXrhAXF4elpSVubm64uem/A7VlSkEbKv4Be1wbjH10XZroB92KOLSf9WtW8OHaT2nh3qrC76tMPxz8dg8fh6xm7YaNuDVtrm1VK8wU+0FbelunHRkZya1btxg6dCgAoaGhdOrUiS5dulSxygJof+CQKX04TYEu+qH0dfTtj1s3Wb3yA0I/3azXnYuDXnyF/IJ8Fsybw+dhOzA3N9dbWaD9wU+mMrrWVoWX/P3444+MGzeOkydPljx29OhRxo8fz48//qiXytVUFT0rQR/nNAh/q8yZFZU5xlXX1ny4lDHjJkmy1fyll0dib2/Pvt079F5WscqclW3IfpBKhYP2+vXradCgASNGjCh57K233qJx48YlSwAF3XnaB7UmfDiNwdMOfqrMWc/6kJ72kOizZ3hlhL8k5clkMvxeHc/hCGmyv5dW0X549LXVTYWDdlxcHGPGjCmTPLdLly4EBASUm0VG0I1HP6jurnX/kQVc0L9HA7Kx9EN0VCRt23mgUllJVmYnry5cj7lCdnaWZGUWK++X6KP9UN1/JioctGvXrs0vv/xSknQXID09nR9++EEkH9Cz4g9icvJdAO7+lf2nun84jZGx9UNOdjY2Eq/cMjc3R2lhSU4Vjn2tquJ+SE6+axT9IKUK34j08/Pjo48+4tlnn6VRo0ao1WoSExMpKCjg9ddf12cda7ziP/vq1SvanSZXyFAXaiQ97Egwzn6oW78+f/5xS9IyH9y/T2FBgVaJhHXhSf0A1T94VzhoT548mfT0dLZu3Up8fHzRm83MCAgIYMaMGXqrYE32uLvgpbNP15QPqqGVN19qDP3Qrn0HEhP/5M7tREkyygD8+vMPdH62m95Xj5Tncf3w590MyY8lMJRKr9POy8vjxo0bFBYW4uzsbNRb2E1tnXZpT7qpUroNpnrzpTr3Q3mv1afQdau4nfgHi5eurvR7K9sPGRnpjBn1Eu8Gv49X566VLk9bT/r+Gks/VIXONtecPn0aNzc36tWrx+nTp59YqLe3dxWqrB+mGLQr8qF7tA2m+EGtjv3w6Puk6ofcnBzGBgzFb/S/eIKjpqkAACAASURBVHmYX6XeW5l+KCgoYOH8QFQqa4LeW6JNVbXytO+psfRDVegsaLdu3ZolS5YwbNgwWrVq9dhtsTKZjEuXLumg6rplakG7oh+0iuwAe9o1DE30g27dunmDt6ZNYPio0fi/Or5CW9ih4v2Qm5ND8LxAcnOyWbpiHZYqVVWr/FSm2A/a0tmOSC8vL+rVqwcY50i6utDVh0vbnXxCEVPuB2cXVzZ8vpXAmVOJOnuambODaOTkrJNrR54+wYqlC2nTtj2Ll36o97lsffZDVa5nLESOSAPS9sNZ3U41MwZSnLZYmWtrKz8/ny83f8FXWzfi070nw0aO5pm27R878n5cG/Lz8/nlp/+xZ9dX3LmdyJv//g89X+ir17qD/vpB22tLRS8HRnXo0IHZs2czevRo3dVUz4w5aEuVyNRYP6jG2A8gTRbwypajjYcPHnDg293s3b0DdWEhHh060d6zI54dvGjs7FoyWnZysOGPpHRycrK5dvVKSQLgC+eiaNqsBcNGBtDzhb5GPbo25n6oKL0E7TfffBOANWvWVHi+zNCMNWhXNZBWt+zThiJ1P5QuU6p+0Gg03EiI5/xfwfhc9FmS7hTlebW0VCGXQUZmFmZmCtyatsDzr+Du4dmJuvXqS1JHqNr3xRT64Wn0ErQXLlxIeHg4ZmZmuLu7oyp1I0Imk7Fu3TodVF23jDVoV5Vog3Ew5Tbk5+eTk5NNY0dbUtMLUSgUhq6S1ky5H4rp5WjWr776quT/7927V+a5io68IyIiCA0NJTc3F3t7exYuXIi7uzubNm1ix44dqNVqvLy8CA4ORqlUcu/ePd577z3i4uJQKBQMHTqUyZMnA0Xnei9YsID79+9jb2/PggULaNWq4ucIC0JNZm5ujrm5OTY2NjzMMu2AV9NUOGh/8MEHVZoWSUxMJDg4mN27d+Pk5ERYWBhBQUHMmzePzZs3s2/fPmxsbJg2bRpbt25lwoQJLFu2DDc3NzZs2EBGRgbDhg2jbdu2+Pj4MHPmTGbNmkWfPn0IDw8nMDCQ/fv3a10/QT9ysrP5/eI5LpyPJiX5Hjk5OeTmZFPbzpoCjQJrKxtatm6DZwcvSZPIgmH+RDbUn+X5+fnEXL3M+ehI7txOJCcnh+zsLGxtLCnUKFBZWdO0aXM8OnjR2NnFZKZAa6IKB+3BgwdTUFCAlZV2p4mZmZmxatUqnJycAOjatStr164lPDycgQMHYmtrC4C/vz/r169nwoQJxMTElCRcsLGxoW3btsTExFC3bl3S09Pp06cPAL6+vixatIjY2FiaNWumVf0E3UlM/IMD3+zm9MnjXL8WQ3P3lrT36EhjF1dUliosLVXYWMlJvHOf9PQ0Dh86wIpli7CxqUWHjl70HzAEr85dJQsc1TUL+MMHDzi4fw+/Hf+VSxfP08ipMR6enWjs7IKlSoVKZYWdjTmJd+6TlZXJqZPH+eyTdRQWFNDesxO9+vSX5CakUDlPndPOzMxk3rx5fP/996jVajp37swHH3xAo0ban3NQUFDAqlWrSElJIS0tjV69ejFy5Eig6AjYESNGEBkZyQcffEBmZiYLFy4kJSWF0aNHs379em7cuMHGjRvZvn17yTVHjRrFpEmT6Nv372VJ2s5p915/TOu2CYIgFPvhjW4Vep1O57RDQ0M5dOgQMpkMhULBiRMnmD17Ntu2batE1f8WFhZGaGgoLi4uhISEEBgYiFKpLHne0tKy5PjXGTNmEBAQwLPPPktWVhYTJkygVatWXLlyBQsLizLXtbCwICvrn+f7ymQynBz+PjpWaaYo87UgCIK+VDTWlI5LcvmT/8J8atDev38/Hh4efPrpp1hbW7N8+XK2bNmi9VTEuHHjGDt2LAcPHsTPzw9XV1fy8vJKns/Ozi6Zgpk7dy79+/dn+vTpPHz4kEmTJvHdd99hZWVFbm5umevm5OSUe3iVRqMpM7KuyEi7or8dDcWY7pZnZ2cxd/YMzJVKgt57H3v7OhV6X0XaoFar2b1zG2H//ZjlqzfQ5pl2uqjyE1VmHW9Fs4BLMX+tVqtZveJ9zp87y6IPPqxwxvSKfpaO/nKEpYvnMTPwXfr0G1jV6uqUMf08PKqi9SrdBrVa88TA/dQkCMnJyQwZMgQ7OzvMzMwYM2YMGo2Gu3fvVrDaRWJjYzl+/DhQNPodPHgwmZmZyGSyMplvrl+/TvPmRZmejx07xuDBg5HJZNSuXZtu3bpx+vRpmjZtSkJCAmq1GiiabklISBDz2RIrLCwkcOY06tV3ZOmKdRUO2BUll8sZ4fcq/3l3EbPfep3Y6zE6vX55KpOPsDyGSnv10coPuBZzhfWfhFU4YFdG9+de4KOQL1jz4TJ+PvI/nV9fqLinBm21Wo2lpWXJ18XrswsLCytVUGpqKnPmzCHprywTkZGR5OfnM3XqVA4dOkRKSgoFBQVs27aNQYMGAeDm5saRI0eAopH0yZMnadGiBc2bN6d+/focOFCUp27fvn00btwYNzfdf1iFx9v51WY0ajVB7y3BzKzC97QrrUfPXrw+/W2WLAiioKBAb+WUVpmkvqVfV/r9UgXsUyeO8evPP7JyzcfUqmWrt3JauLdi6fK1rFy2kAf37+utHOHJKvSTlpubS0ZG0dC9+N+cnJyS/weemnLM29ubKVOmMH78eNRqNUqlktWrV+Pt7c3EiRMJCAhAo9Hg4+ODv39RktJly5axePFitm/fjkajoUePHiU3LFeuXMn8+fNZv349devWZcWKFZVvvaC1nOxsNn6+gf9u+Rq5vMJZ67T24tARhB/8lh+/D6ffgMF6Lw8qfvCTobdGh6xdxb/nzJMkk0zb9p4836sfX27+gulvzdZ7ecI/PXX1yJOOZC25iDiaVVLG0Iafj/yPr3d+yboNG7V6vzZtOPjtHo7++hNLV6zVqsyqKC8wl85cU/yY1P784yaTx/vzbfgvWu1q1KYfrl7+nXlzZ7Jzb4RRrOc2hp+HqqrM6pEKDZE0Gs0T/yueWxZqjiuXL+Lh2UnSMj07enH59wuSllmsvGzs1iqLcp+T0pXLv9POo6Ok29DdW7UhNSWFjIx0ycoU/vbU6ZErV65IUQ/BxKjVaiws9DePXR6Fwgy1RgwQSlOrNZiZSXtuSPHyX3Wh6AtD0P9kpFAtNXFrJvmo9/KlC7i5GW6FUOkpkpgbKTg4OpY8LvVux2JuTZtx+feLSHks/q2bN7CwsKCWrf5uegqPJ4K2oJXuPZ4n8sxJ7t9PlazMiEMHJDmI/1GPW8YXn3CzSssDdaFZc3fkCjm/XzgnWZkRh/bTo2cvSW5AC/8kvuuCVmrZ2vHiyyNYveJ9Sco7fvRnrsVcwXfQi5KUV6wiy/i0WR6oKzKZjPGTprF86QLy8/P1Xt6tmzf4eueXBIyZqPeyhPKJoC1obfKUN7l29TKbN32q13Jirlxi6eJ5zJ23CCurf+561YfSwbciNxrL25QjVfAeMOglHBs05P2F+l3HnnzvLu/MfoOJr02nsbOL3soRnkwEbUFrlioV6z7eRPjBb1nz4TK9jPRO/naMmTNeY9Z/5uPVuavOr/+oqu5orOqOSm3IZDIWf/AhaWkPCQp8k/S0hzovIy72GlNfe5V+voMZPsp0Ug5WRyJoC1VSr74DoZ9u4Y9bNxj/6jDOnPpNJzfF7t1NYsmCIJYunseiD1bxfK9+Oqjtk+lyR6PUo25LlYr/WxWCY4OGjB71IuHffauTUXdGRjqfbljD9Mlj+deEKYyb8LpRrM2uyUQ2dhNkjG3QaDT8+L9wPt2wBqXSgmEjA+jxXK/H5hksrw25ubmcj47km707OX3yN14cOoJxE1/X+04/bXc0GmsW8Avnolj30XLu3U3i5eF+9O7rSyMn53KDbXltKCgoIObqZQ7u38P34Qfp1uN5pr7xbxwcG+i97towxp+HytJLjkhTJIK29NRqNWdO/ca+PTuJPH0CWzs7PDy98PDsSH3HBn8lQbCkdi0zbiWmkp6exqWLFzgXHcn1a1dp2qw5vgNfwnfQi5Jsy65KQDX2LOBXL//O7l1f8dvxXwCKkvZ6lE6CoKKunQU3/0whKyuLazFXOBd1hku/X6C+gyO9+vgy9JWRkmcUqixj/nmoKBG0/yKCtmGp1Wri465zLiqS8+fOkpqSQk5ONrm5OdSyVqGRm2NtZY17qzZ4dujEM+08UKm0y4ykjZqQjR2K/gq6nfgH0VGRnIuKJOlOcbqxbKxVSpCbY6lS0ayZOx4dOtGufQfsateWrH5VZSo/D08igvZfRNA2XqINxkG0wTjo/OwRQRAEwThIe3iEUKNkZKRz8cI5zkdHcv5cFKkpyeTm5JCTk42VygK5mRJraxvcW7bGo4MXHh060bChk+QJfUG66QpDZWMXqg8RtAWdys3N5X+Hv+ObPTu5fu0qrdu0pb1nR0aPmYCDYwNUKhUWFpbUq21B/K1kMtLTuHTpAsd+PULo2pUoFGb0HziEl4f50aCh9smjK+J45OWnnpWtK4Y6m0SofkTQFnSioKCAPV9/xabPN9Cq9TOMHT+Zzs92K5O0ubRGDjZozIoOHGrb3pORfkVp7BLiY/lmz07GjX6Frj49mP7mbOo7OOqt3o8G7uLHdMkQI3qh+hJz2kKV3b79J69P8OeXn35g/SdhfLjuM7o/98JjA/bjyGQy3Jo25+3ZQew98AMNGzkxLuBl/nf4Oz3VvIi+djEaKl+kUL2JkbZQJTcS4nlr2gRG+L1KwJgJOpuPtrKy5vVpb/NCr34E/nsaaQ8f8soIf51c+3FKpxeryqjb0OnHhOpNjLQFraWnp/HWtAm8NmUGo8dO1MsNRPdWbQj9dDNfbv6Cn348rPPrl6cqW9ANldxXqDlE0Ba0tvbD/6Pbc88z6MVX9FqOU2MXghcvZ9XyJTx8zNpVXavslImYChGkIoK2oJWUlGR+PvI902bMkqS89p4d8e7clUPffSNJecUqMuoWo2tBSiJoC1o59ssRunTthrW1jWRl9u47gF+O/E+y8oo9btTt1sRFjK4FyYkbkYJW/vjjJs1btJK0zBburbh168bTX6gnpZcHurvWBaBePQcRrAVJiZG2oBWluZLc3BxJy8zNzcXczFzSMp+kdGJfQZCKCNqCVp5p78mZUyckLfPMqd9o59FB0jKLPTqfHXMjhfiEm2WeFwQpiKAtaMXL+1lu3UzgWswVScorKCjgm7276NWnvyTllfakG42GTOor1EySzmlHREQQGhpKbm4u9vb2LFy4EHd3dzZt2sSOHTtQq9V4eXkRHByMUqlkzJgx3Lt3r+T99+/f5+WXX+add96hb9++aDQazMyKmuDo6EhYWJiUzanRzM3NeeOtQJYsCOLzsB2Ym+t32mL7l5uoZWtLj5699VpOaRXdJFN6U07xv2KeW9AXyYJ2YmIiwcHB7N69GycnJ8LCwggKCmLevHls3ryZffv2YWNjw7Rp09i6dSsTJkxgy5YtJe8vLCxk2LBhDB06FIC0tDT279+Pg4NxZ9WozgYOeZnjx37hndlv8P6yj7BUqfRSzrd7d7Hjq8188sWXyOXS/HGozaoQKc4xEQTJpkfMzMxYtWoVTk5OAHTt2pX4+HjCw8MZOHAgtra2yOVy/P39OXTo0D/ev2PHDtq0aUOrVkUrFjIyMrC1tZWq+kI5ZDIZC5asoFYtW2ZMG88ft24+/U2VkJeXR+i6VWz64mNCP91CIydnnV6/PI9uYddFNnYxZSLokmRB28HBgW7dugFF85N79+6ld+/eJCQk4OLiUvI6Z2dn4uLiyrw3Ly+Pzz77jKlTpwKQlZVFYWEhc+fOZeDAgYwePZqzZ89K1RShFHNzc95b9H/07uPLxHEj2bD+Q5Lv3a3SNfPz8/k+/CCvjhrCzYR4Ptu0HWcXVx3VuHy63tGor0OoBEHyddphYWGEhobi4uJCSEgIgYGBZU6Ds7S0JDs7u8x79u/fT7t27XB2LhppqdVqhg8fzqhRo2jXrh3h4eFMnTqVw4cPY2dnV+a9MpkMJ4e/N4AozRRlvjZFxtiGWTPfwH/UK4SGrGes34s899xz9OnXD2/vzjRq9M9zsR9tQ2ZmJlFRURw/dpTdX++iWfMWfPD++/R8/nm9192tiQtyRdG5KaVXhDxNRfrhxq1buDUpGpR079ym0mXomzF+liqrurVBLn/yGT4GyRGp0Wg4ePAgH374Ia6urgwYMICRI0cCEBsby6hRozhz5kzJ68ePH4+/vz/9+vV77DWHDBnC7Nmz6dmzZ8ljIkekYaSnp/F9+EFOnTzO+ehILCwsae/ZEQeHBliqirKxW1vKuXPvARnp6Vz6/TzxcbF/ZbDphO/AF2narIXe61nV0/gq2w/GuHvS2D9LFVHd2vC0HJGSjbRjY2NJSkrCx8cHmUzG4MGDWbx4MTKZrMx0yPXr12nevHnJ1xkZGURHR7Nu3bqSx7Kysrhz5w5NmzYtU0bxShLBsGrVsuWVEf68MsIfjUbDzRsJXDwfRUpqMjnZ2aSkJENtaywsLLGvU5c+/QfSuk07LCwsJK1n8Y1DqQJo6RuVgqAtyaJcamoqc+bMYffu3Tg6OhIZGUl+fj5Tp05l9uzZvPbaa9jZ2bFt2zYGDRpU8r64uDjs7e2xsfn7z5+UlBT8/PzYvn07TZs25dixYyQnJ+Ph4SFVc4QKkslkuDZxw7WJW5nHjWV0JPWI11hG2ILpkixoe3t7M2XKFMaPH49arUapVLJ69Wq8vb2ZOHEiAQEBaDQafHx88Pf/+7D7O3fuUL9+/TLXcnZ2Jjg4mDfeeIPCwkLs7OwICQkpE9gF45Kfn09a2kNysrPIyckhL6M2D7M0WFlbS3rolCCYOoPMaUtFzGkbTnp6GueiIjkXFUl09Bmux1xFpVKhUlmhtLBALlOTlp5JRno69erXx8PTCw/Pjnh08MLFtYkkdazqHLOY0zYO1a0NRjOnLdQMv188z55d2/j15x9p1booE/vrU9/imXYeqFRWJa8r/pCq1Wri465zPvosZ06f4NOP19KgQUNeGRFA774DKp1nsjKk3AxjjAFbME0iaAs6ced2IqtXvE/M1csMGxnAmzPfwa527ae+Ty6X06y5O82au/PycD8KCws5fvRnvt6xlc8/XsfMwHfp/twLequ3vregi3yRgq6JoC1U2fGjP7M4+B1G+I1h0dIPq7QKRKFQ0KNnL3r07MWZU7/xfx8Ec/zYz8yaMx+FQqHDWpelj1G3GF0L+iBO+ROq5IfvD/H+wiBWrN7AhNem6XTZnlfnrmz6cg+3bt5gwbzZ5Ofn6+za5dHVLkaRL1LQJxG0Ba0lxMeyctki1oT+l7btPfVShrW1DSs/+pgHDx6wZdNneinjUaWDd2XODikvWIuALeiaCNqC1pYuns+k12fQvEVLvZZjYWHB/AVL2bV9CwnxcU9/g45U5uAnEawFqYigLWglIT6W27f/5OXhfpKU5+DYgMEvDiPcANnYnzRlIqZCBKmJoC1o5fjRn+nRs5dk51sD9HyhD8d+/Umy8korb9RdfBBU8fMiYAtSEKtHBK3cT03F0bGhpGU6NmjIgwf3JS2ztOKgXJyJHUQ2dkF6YqQtaKWWrS2pqSmSlnk/NQUbA2959+nUmnr1HKhXz0FkYxcMQgRtQSudn/Xh2K9HkPIUhF9/OUKXrt0lK6+08jLaPJqNXQRvQQoiaAtaadnqGZRKC374/p+p4fQh7eFD9u3ZQf+BQyQpr9jTbjSKDDWC1ETQFrQik8mYO28xa1YtJenObb2WpVarWblsIc+/0JfWbdrptazSKrOMT+SFFKQigragtbbtPRk9bhLTXhvDrZs3nv4GLeTn57M4+B3u3bvLtDdn6aWMR2m7jE+MugUpiKAtVIlfwDjGTpjM6xP8OXTwG53OcSfExzJ98ljS0h6yet1nZU4J1BddbJIRo25Bn8SSP6HKXnp5JO4tW7NsSTB7vv6KUf5j6flCX8zNzbW63rWYK3y940t++el/THhtOsNGBuh9PbiuN8iUd3qgrq4t1GwiaAs60bpNO/67ZRc//XiYPbu+Ys2Hy+jq81xJYgOnxs7IZOVnmU5PT+Pi+Wiio84QefoE9+7dZegro9j29UHs7evotd76PjpV30e/CjWPyFxjgkyhDQnxcZw59Rvnos8QHRUJGg31HRxRqaywsLDATAH3H6aTkZbG3btJtH6mXVGA9+xER68ukiRpFplrTOOz9DTVrQ0ic41gEE3cmtLErSnDR41Go9Fw504iqSkpJTkiGznYkZEDKisrXJs01XoqpSoMkY0dxA1KoWpE0Bb0TiaT0bChEw0bOpU8ZiyjI0OMeI1llC2YJhG0Bb3Lysrk0sXz3E9NJTs7i5zcHBzq2JCdL8fa2gb3lq1p0LCRoaspCCZBBG1B5woLCzn521FOnTzO+ehI4uNiaeHeCscGDbC0tMLS0pJ7t2XcS3lIenoal3+/gIWFJe09O+LZwYtefXwrlF9SEGoiEbQFncnMzGD3rm3s+3oHderW5bnn+/Dmv9+hdZt2/0hDVnp6RKPRcOvmDc5FneH0qd/YsP5Dnnu+D/6v/otmzd0N0RRBMFoiaAs68dOPh1m1fAkdOnrzwYo1tGrdtsLvlclkuLg2wcW1CUOGDufB/ft8+80uZkz5F/0GDOH1aW9JsrFGEEyB2BEpVIlGo2HD+g8JWbuSJUtXs+iDVZUK2OWpbW/P2H9NZtuug6SmJDNl4mjJj4EVBGMlgrZQJWs+XMapE8f5bOMOPDp00um1a9vbs/D9lXR/7gWmTXqV+/dTdXp9QTBFImgLWjv6yxGO/nKEtRv+S217e72UIZPJeG3Km3Tt3pMPly/WSxmCYEokDdoRERG89NJL+Pr64u/vT0xMDACbNm1iwIAB9O/fn3fffZe8vDwAxowZg6+vb8l/Xbp0YdmyZQBcuXIFPz8/+vfvj5+fH1euXJGyKTVeYWEhK5ctImj+YmrVstV7eVOmvc3VK5c4c+o3vZclCMZMsqCdmJhIcHAwoaGhhIeH4+vrS1BQENHR0WzevJkdO3Zw6NAhUlJS2Lp1KwBbtmwhPDyc8PBwDh48SMOGDRk6dCgAM2fOZNKkSURERPCvf/2LwMBAqZoiAOfPncXWzo6OXl0kKc/C0pKhr4zi+4jvJClPEIyVZEHbzMyMVatW4eRUtCuua9euxMfHEx4ezsCBA7G1tUUul+Pv78+hQ//MhrJjxw7atGlDq1atuHr1Kunp6fTp0wcAX19fUlJSiI2Nlao5Nd7ZM6d4VuLUX8/69OBs5ElJyxQEYyPZkj8HBwccHBwAKCgoYO/evfTu3ZuEhAR69epV8jpnZ2fi4uLKvDcvL4/PPvuMzZs3A5CQkEDjxo3LvKb4fc2aNSvzuEwmw8nh72SwSjNFma9NkTG0wcJMTb2G9bSuhzZtkBc2QF2QZ/C2FzOGfqgq0QbjULoNcnn5p2EWk3yddlhYGKGhobi4uBASEkJgYCBKpbLkeUtLS7Kzs8u8Z//+/bRr1w5nZ2cAsrOz/7FZw8LCgqysrH+Up9FoypxxYSxnXlSFMbTB0roOF37/Xet6aNOGM5EXsa/rYPC2FzOGfqgq0QbjULoNarXmiYFb8tUj48aN48SJE4wbNw4/Pz/kcnnJjUcoCshWVmU3Uhw4cIDBgweXfG1lZUVubm6Z1+Tk5GBtba3fygsluj33PEd/PUJ+fr5kZf704/d0f67X018oCNWYZEE7NjaW48ePA0VTFoMHDyYzMxOZTFZmOuT69es0b9685OuMjAyio6Px8fEpeaxp06YkJCSgVquBoumWhISEf0yNCPrTsKET7dt3IOyLjyUpLy72Gj98f4iBg4dKUp4gGCvJgnZqaipz5swhKSkJgMjISPLz85k6dWrJqpGCggK2bdvGoEGDSt4XFxeHvb09NjZ/z1k1b96c+vXrc+DAAQD27dtH48aNcXNzk6o5AjAnaAF7vv6Kk78d02s5Dx88YMG8QCZPewsHxwZ6LUsQjJ1kc9re3t5MmTKF8ePHo1arUSqVrF69Gm9vbyZOnEhAQAAajQYfHx/8/f1L3nfnzh3q16//j+utXLmS+fPns379eurWrcuKFSukaorwl3r1HVi2cj1zA2fw7znz6N13gM7LuJt0h5kzXqNb954MfWWUzq8vCKZGpBszQcbWhpgrl5gb+CYdOnVm2puzqFOn7lPf87Q2FBYWcuDb3XwS8hGjx05k9NiJuqyyThhbP2hDtME4iHRjgqTcW7Vh8/Z9fP7JevxeGUCffgN4ZUQAzVu0rPS10tMecnD/XvZ8/RV16tTjo5AvcG8p0nMJQjERtAWdsLa24a1/v8PoMRP4Zu8u/v3mZMzNlX9lY++Eh2cn6js4YmmpQqFQoNFoyM3JIT09jUu/X+B89FnORZ8h9vo1evTsxfwFy2jb3vOxGdwFoaYSQVvQqXr1HZg4eToTXpvGjYQ4oqPOcC4qki2bPic1JZncnBwUZgo0GjVyuQIrK2tatmqDRwcvps6YRZs27bBUqQzdDEEwWiJoC3ohk8lo4taMJm7NytxA1Gg05OXl4dqoNndSsp9wBUEQyiOOZhUkJZPJsLCwQKFQGLoqgmCSRNAWBEEwISJoC4IgmBAxp12O3uv1u8NPEISa4Yc3uun8mmKkLQiCYELESLsc+vjtqEvVbQeYqRJtMA7VoQ2VIUbagiAIJkQEbUEQBBMigrYgCIIJEUFbEATBhIigLQiCYEJE0BYEQTAhImgLgiCYkGqduUahUKBWq6lVy7bkMblchlpt2k0WbTAOog3Gobq1IT09DblcTmFhYbmvrdaba5RKJXl5ecjlZQ/Sf/RrUyTaYBxEG4xDdWqDXC5HqVQ+9nXVeqQtCIJQ3Yg5bUEQBBMigrYgCIIJEUFbEATBhIigLQhGxtRvM927d4+YmBhDV6PKjLUfRNCu4f78808O5+2zWwAAGo1JREFUHjzIb7/9xr179wxdHa3Ex8fz0UcfcfDgQe7fv2/o6mglKSmJy5cvc/36dWQy010JERsby+jRo/nxxx8NXRWt5eTkAEX5TI0xcCsWLFiwwNCVEAwjNjaWiRMnIpfL2blzJ/Hx8Tx48IA2bdoYumoVFhcXx+jRo3F1dUWpVPLss88aukqVFhsby5gxY0hKSmLNmjVoNBosLCxwcHAwdNUqJTY2ltmzZ+Pp6cnvv//Oc889h5WVlaGrVSk3btxg4cKFmJub06xZs5LAbUy/SKv1Om3h8fLy8ggNDWX8+PGMHj2a2NhYjh07xoEDB8jKymLMmDGGrmKF/PDDDwQEBDBjxgwKCws5cuQIAA0aNKB169YGrt3TZWdns2zZMqZMmYKfnx9nzpxh586dJSPWdu3aGbqKFXL16lXeeecdAgICGDFiBEFBQeTl5QEYXdB7kqioKC5evEi9evVQKBT06tXL6AK3CNo1lFKppHbt2uTn56PRaGjWrBn29vaoVCoiIiKoU6cOgwYNMnQ1n6qgoID4+Hjy8vKYMGEC1tbW3Lt3D0dHR5577jn8/f0NXcUnUqlU2Nvb4+zsDICXlxfp6enMmzeP+vXrU6tWLZo0aWLYSj6BRqNBo9Hw0UcfMWzYMEaMGAEUTTGEhoayePFiowl2FZGSkkLnzp0BCA8PBygJ3Gq1Grnc8DPKYnqkhlGr1SU/RDExMSV/xpqbm6NSqXB0dOTBgwfExcXRrVs3o/iQPqp0G5RKJefPn+f+/ftYWVmxbNkyfHx8sLS05OjRo7i7u1OnTh0D17h8BQUFqNVqDhw4wLVr1+jbty8ymYxatWoRHx9PZmYm5ubmRv8Xg1wup1+/fnTo0IH8/HwUCgWurq5cuHABT09PVCqVUY1Uy1NQUIBMJiMrK4tRo0bRpUsXzpw5w9WrV1EoFLi5uRlN/UXQrkESEhIIDQ3l2rVrPHz4kJdeeon//ve/nDp1igEDBgBgZWWFUqlkzZo19O7dG3t7ewPXuqzSbbh37x7dunXjp59+IiIiAhcXF3r06IGdnR21atVi586deHl50ahRI0NXu4y7d++iUqlQKBTI5XJ8fHxYt24dP//8MxcuXCA0NJRRo0bRoUMHPvzwQ4YOHYq5ubnRBI1iN27cYPv27SV/6TRq1AiFQgEUjcA3bdqETCbDw8PD6OpeLDU1FUtLSxQKBTKZDCcnJzQaDTY2NrRu3Zpz585x+fJlbGxscHZ2ZvPmzdSpUwc7OzuD1dn4hlGCXiQkJDBx4kRsbW25ffs2X3zxBcuXL2fbtm1cvXqVt99+m9TUVADat29Py5YtS+YkjcWjbdi6dSsLFy5k6dKltGrViosXL3L27FkAGjdujK2tLZmZmQaudVn37t1j5MiRTJo0qeRAoNq1a7Nnzx66dOlCw4YNmTZtGgMGDKBz5864u7tjYWFhdEEvPj6eCRMmkJmZyQ8//MCmTZtYvnx5yfP169dn1qxZbNmyhV9++cWANX28O3fu8OqrrzJ//nzUajVQ9FeDSqVCrVbToEEDJk2ahL29Pd9++y1DhgzhypUrJVNZhiLOHqkhNm7cSGZmJm+88QY5OTkkJSUxefJkvLy8WLBgARMnTsTGxob69euTlJSEUqlk7dq1hq52GY9rg4eHB8uXLycoKIiUlBRyc3NLRkshISGGrnYZ9+7dIzg4mPz8fAA+/vjjktFpsaSkJC5evMj27dupXbs2K1asMERVH0utVrNy5Upq167N5MmTuX//PpcuXWLdunW4u7uzaNEioOhmd1hYGD///DPvv/8+rq6uBq55WbGxsSxYsIA6depgb2/Pe++9h1wuL5m7LigowMzMjOTkZAYNGkSvXr1YunQpYNibq2KkXUOYmZlx8uRJMjIysLS0xNXVla1btxIVFcXatWvZuHEjgwcPxtXVlS5dupQEbGP6nf64Nly8eJHly5fzwQcf8Pbbb/Pyyy8zatSokoBtTG24dOkSubm5zJ49G4VCwdSpU0tG3Dk5OajVavbs2cPhw4dp1KhRScA2pjbI5XJsbW2Jj48nJycHe3t7unTpwjvvvMP169dLPjtKpRIfHx9GjRpldAEbiu7pWFtbM3ToUO7du8eiRYv+EbABVq1axfPPP18SsEvfUzEEMaddzRWPCKysrLh06RLm5ua4uLigUCiwtramY8eO7N69m1atWuHj40OHDh3o0KEDgNHcLa9IG/bu3UuzZs1o27YtrVq1okWLFoDxtKFYkyZN6NKlC02aNKFly5b89ttvHDhwgH79+mFpaYlMJsPb25u+ffvywgsvAMbVhuK+SEtL48KFC7i5uVG/fn0UCgV16tShTp06nDhxgnbt2mFra4uDgwMtW7b8//bOPSiq637gH167PAQDLOBiFvCBoiBEgxKVTlImaVKMttompnGSUpPUaidpCI3UZqKjTaedaDqpZNpmbCxVYxKL0YjRWJvKDFEjECJCfFBe8lgxPERZYR/snt8f/PbWrS9q1T1c7+evZfde5nw4h++eex7f43GvLIwaNYrMzExSUlIIDg6moqKCiooKZs2aRUBAgPJFabPZWLZsGSBHXcjREjRuGT4+Ppw9e5bExERMJhMff/wxn3/+uTJeHR8fT0BAAGfOnLnsXm83TjdDdejs7LzsXlkcAFpbWwGIiYkBIDExkeXLlwPw0ksvAZCbm8uePXuUe4QQUjn4+PjQ29tLVlYWAQEBvPXWWzQ2NuJyudDpdKSmptLY2HjF9iRTwO7u7iY0NFRZWTR79mwef/xxvv76a9544w0AVq1aRUVFhbL0VYaADVrQVj1tbW386U9/wmKx8LOf/YzIyEiKiorYs2cPFouF4OBghBDSTdhdylAdLBaLt4t6VcxmM4WFhZw9e9YjeMXFxbFmzRqcTicpKSkEBgaSnZ2tfC5ToIPBceC33noLp9PJ66+/jsvlYu3atVRWVuJwOIiOjsZgMNDf3+/tol6Vuro6NmzYQE9Pj9Kj1ul0zJgxg5ycHMxmMzNmzMDhcDB9+nTlPhkCNmgTkaqjpaWFkpISYmNjiY+PZ/z48XR2dmIwGIDB3sIf//hHGhoaOH78OLGxsQQHB1NQUODlkv8bNTg0Nzeza9cuYmNjGT9+PCkpKcqmHzeXDhcsWrSIuLg4j3FTGYJES0sLn332GTExMUyePJnQ0FC6urqIi4sDBsv56quvcuHCBXp6etDr9QQFBUlVF2azmWPHjmEwGEhMTESv19PR0eGxCsT99xZCMH/+fCZNmiTFpOOV0IK2iqivr2fJkiV84xvfoKmpCb1ez8yZM/nhD38IDM7mu48xOnfuHMeOHcPPz4/MzExAjkChFoelS5cya9YsWlpaCA8PJzc3l9GjRwOXB4F33nmH48ePK4/lMjjAoMdPfvIT0tPTqa6uZvbs2eTm5hIYGAiAw+FQeqonTpygoaEBIQRz584F5Ah27vY0Y8YMqqqqSEtLIzMzU3ma+c+/9fr162lubmbdunVX/FwKhIYqcDgcYtWqVWLz5s1CCCHMZrPYu3evmDt3rigoKLju/U6n81YX8bqowcFms4mXX35ZbN26VQghxKlTp8SCBQtEVVXVVe9pb29XXsvgIIQQ/f39YsmSJeKDDz4QQghRXl4usrKyRH19/ZDul8HDZrOJF1980aMuNm7cKHJycsR77713xXtOnjypvJbB4Upoq0dUgq+vL0eOHOHChQvMmjWLsLAw4uLiMJlMvP/++wwMDJCamgoM9uz6+/uVR1yQY+xUDQ5+fn6UlJQwatQoUlJSiIyM5PDhw1itVj799FNaW1tJSUkBYMOGDdjtdpKSkgC5Jh39/f0pKSnh3nvvJT4+ntjYWCorKwkICODw4cP09PQwZswYAP7617/i7+/vkZVQlro4cuQI4eHhTJkyBYPBgMlkwtfXl/379xMUFMS4ceMAKCwsJCgoyGOliyx18Z/IWSqN/wr3KoqJEydy7tw5GhsbgcF1shkZGTz11FNUVlbS2dnJxYsXmTBhArNnz/ZmkS9DLQ5Op5Np06aRnJwMwM6dOyktLSUmJoaQkBDef/999u3bh81mIykpiZkzZyr3yxDoYHDYw263k5CQQGRkJADvvvsu//jHP7DZbDQ0NPDuu+9SUVFBb28vd911l/JFJAsOhwOXy0V4eDg1NTXYbDYADAYDWVlZTJs2jS+++AKXy0VPTw/h4eFKwAZ56uKKeLurr3HjnDlzxuPn8+fPi8WLF4v8/HxhNpuV9+vq6kR2drY4fvy4x/Uul+u2lPNaqNHB4XAIm80mhBCiublZGf6w2Wzil7/8pdixY4fH9TI4CCHE119/7fGzzWYTVqtVCCFEbW2taG1tVa579tlnxYEDBzyul8HjPx26urrEt771LbFixQqP98vLy0VmZqZoamryeF8Gh+uh9bSHKd3d3cybN0+Z9AEICwvj9ddfp6GhgfXr1/PVV18BMG7cOKKioi5bEuft3oRaHXx8fJTJUpPJpKwY0el0NDc3X7YcztsOMJjE6rHHHmPJkiXKe/7+/uj1emBwTbl7IjUqKor+/n56e3s9foe3Pa7kEBERwaZNmygpKeGVV15RTjZKT09nwoQJSjoBN952GAra6pFhisVi4Ve/+hUNDQ04HA527typfNbd3c2qVavw8fHB6XTicDgIDAyULpeImh3c26DPnDnDZ599xrlz5zh69ChBQUHKKhGZaG9vZ/Xq1dhsNgIDA/nDH/4AgNPpxM/Pj+bmZsrLywkMDGTv3r3o9XrpPK7mAIP5XJYuXUpcXBwGg4HW1lYp8+sMBa2nPQwRQnDs2DG6urp45513GDlyJPPnz1c+j4iI4De/+Q1PP/00M2fO5KGHHpIul4jaHfz9/XE6nYwcOZKWlhY6OztJTk72WNYnEzU1NTgcDpYvX47dbuenP/0pMDiZJ4QgIiKCgwcPcujQIeLj46X0uJoDDO5C3bhxIw888AAGg4Hp06dL156GitbTHsacOXMGo9GIxWJh6dKlWCwWioqKLssa50bGNaeagzycPXuWmJgYTp48ydq1a5Unm+HkoQaH6zG8SqsB/LtnYDQaARgxYgRvv/02ISEhPPHEEwA8++yzbN++3eM+mRrnneLwzDPPSO1wKe4dpxMnTmT58uX09/eTl5cHDOZE2bdvn3KtkHRJ3LUc8vLyPBxA3rq4FsOvxBpXnCwJDg5my5YtBAUFkZSURFRUFN/73ve8ULqhcac4REdHS+1wKe7eqI+PD2PHjmXNmjVYLBZSU1MJDAzk4YcfVq6VdcLuWg46nc7DYbiiBW2VERgYyPz58z1yWAw3NAfvIoQgICCAu+++m76+PubMmTPsPNTgcDW0oC0x/f39SoL8obB161ZCQkKkSjqkBof/FlkdOjo6aGtru+517l70n//8Z4xGo3QeQ0ENDlfltq8M1xgSp06dEsuWLRNnz54d8j3nz59XXsuQN0ENDi0tLWL79u2ipqZG2WhyPWRzEEKI+vp68d3vflfJJTKUcjU3NyuvZfBob28Xhw4dEg0NDaK3t3dI98jmcDMY5l856qS+vp78/HwyMjI88jlcj7CwMECOSSI1ONTW1vLkk09y4MABysvLlY0m10MmBxisixdffJGwsDAOHjwIXHsCTvz/BKs7dakMHnV1dSxevJhNmzaRl5dHUVERdrv9qsv1ZHS4aXjv+0LjSjQ1NYn7779ffPjhh0IIIQYGBkRNTY1obm4WXV1dynsyowYHh8MhVq5cqWQcdDqd4sSJE6Kurk50dnYKIeR3EEKIf/3rX2LevHnio48+EkIIj/QA7i3bsvdAu7u7xcKFC0VxcbEQQoht27aJBQsWePS2h0Nd3Cz8vf2lofFvnE4n+/fvx2QyKcmQnnvuOZxOJ93d3SQlJfHUU08pme727t2L0Wjknnvu8WaxPVCDAwxujrFYLAwMDACQk5OD0+nk4sWLjB8/nqefflpqByEEVquVNWvWsGjRIubNm4fVaqW1tZV9+/aRk5OjjPu6e6ClpaUkJCR4HA4gA76+vkRFRSlJuB577DH27NnD/v37MRgMjB07VtliL6vDzURLzSoRvr6+REdHYzabqa6uZvv27SQkJLBu3TrGjBlDb28vlZWVpKen09bWRllZGRaLhTFjxii5LryNGhzc9PX1UV9fT21tLaGhofzud78jPj4ei8VCWVkZ9957L2azWUoHHx8fAgICuP/++0lPT8fpdKLT6TAajZSUlJCWlsaIESOU648fP86OHTsICQlR0pXKQl9fH0VFRQwMDKDT6SguLqa4uJiRI0dy+PBhamtrlbMpZXW4mWhBWwJaWlrYsWMHnZ2dREZGct999/HRRx9htVp57rnniIiIwGQyYbPZ2LVrF9nZ2YwePZrJkydjs9mUk8k1h//dYefOnXR1deFyuZg4cSKFhYW0tLSQmZnJpEmTMJlMOJ1O5QR1k8kklYPbw10XLpfL44gzu91OSUkJCQkJ3H333TidTqUnm5SURHt7O2PHjvX6+K+7LtzHzGVkZLBz507Ky8v5+9//zu7du3n00UcJDQ1l7969ZGVlMW7cOKkcbhVa0PYy7uOQ9Ho91dXVbNu2DZPJpDy+pqWlKb23hIQEPvnkEzIyMoiIiECn0xETE+P13p2aHHQ6HTU1NcoTwsKFC9m8eTM+Pj4kJiZy1113ERcXR3FxMdOmTSM6Oloah0s99Ho9X331Fbt27cLPz4/k5GR8fHyIiIigvb2ddevWkZ2dTWhoqBK4w8LCMJlMXve4tC6qq6t57733SEpK4oUXXmD69OmcPn2aefPm4evrS0JCAh9++CFTp07FaDRK43BL8fag+p2Mw+EQr732mrIMq6urS+zevVtMmTJFFBUVKddVVVWJqqoq8fzzz4uXX37ZW8W9Imp3+OSTT0RTU5N48sknxQsvvCB++9vfisWLF4vc3Fwvl/pyruTx8ccfi7S0NLFlyxaPa1euXCnmz58/5KVzt4ur1UVqaqrYtGmTuHjxopg1a5bYsmWLOHHihHj++edFXl6el0t9e9EmIr2Iv78/fX191NbWAoOZ7ebMmYNeryc/Px9/f38efvhh1q5dy4gRI4iJicH9YCQkODQV1O2g0+nIz8+noKCA9evXc+TIEWpra8nMzORHP/oRII8DXNkjOzsbnU7HL37xC0aMGMF3vvMdAH7wgx+QnJzsMa4tA9dqT8uXL2fChAm88cYb/PrXv6a0tJTo6GjWrFkDyFUXtxJteMRLuBuYr68vJ0+exGAwMGrUKADGjh1LTEwMxcXFzJkzh4ceeogFCxbwzW9+E5BnV5faHdwHL3zwwQc8+OCD3HPPPdx3331MnToVkMcBrl8X0dHRFBcXk56eTlhYGAaDQVmNIUuwu55DVFQUW7du5cc//jGPPvoo3/72t5VcIjLVxa3mzrCUEPc/SVJSElarld27d3Pq1Cnl8ylTptDX10dbWxvh4eFKgxQSbRK4ExzS0tKwWq1cuHDhsntlcYCh1YXVasVqtV71Xm8z1LpoaWkhPDxceUqQqT3dDu4cUwkRQmA0Glm2bBmNjY387W9/48iRI8BgL8/Pz4+Ojg6Pe2T5B3NzJzj4+vpe5iAj1/Pw8fGR3kMN7elWox2C4AXa2toYPXo0LpcLIQR+fn7U1dWxceNGuru7CQgIwGazERwczJtvvunt4l4RzUEe1OChBofbhTamfRtxuVycP3+euXPnMmbMGKX3AxAZGcnUqVOZMmUKLpeL5ORkcnNzAXnGHEFzkMUB1OGhBofbjdbT9gKFhYVUVlayatUqIiMjr3mtrBMsmoM8qMFDDQ63izvX/DbT2dmpvM7IyPAYX7xWvmmZGqfmIA9q8FCDgze4s+1vE6dPn+bnP/85q1evxm63M2nSJOLi4njttdcApNj6fD00B3lQg4caHLyFNqZ9i3CPuQ0MDChboHfv3k1paSkdHR0sXLiQhoYG+vr6SExM9HZxr4jmIA9q8FCDgwxoQfsW4G6cBw8e5M0336S2tpaQkBBWrFiBv78/5eXl/P73v0en03Hu3Dllw4lMaA7yoAYPNTjIgha0bzLu5DuHDh1i5cqVPP7449hsNj799FOOHj3KM888w4MPPkhISAi1tbUIIXjkkUe8XWwPNAd5UIOHGhyk4hbkM7kj6ejoUF5brVaxevVqsW3bNuXnmpoakZOTIwoKCpTrLj1L0H2KiDfRHORwEEIdHmpwkBFtIvImYLfbKSgo4KWXXgJAr9cTHBzMl19+icViQa/Xk5iYyNy5c2lsbKS/vx/wPEvQ22tONQc5HEAdHmpwkBUtaN8EAgICWLhwITqdjldeeQWA2bNnKyecXLx4EZ1Ox9SpU+np6VEaqBsZGqfmIIcDqMNDDQ6yoo1p3wTcyeXj4uIoKyujrKyMRYsW0dDQQGlpKWazmYiICNavX4/RaJRyvE5zkAc1eKjBQVa0oH2DtLa2UlZWRmxsLDabDb1eT2RkJOPHj6ekpIQvvviCvLw8XC4XVVVV/POf/8RoNPLqq68Ccjz+aQ5yOIA6PNTgMBzQtrHfAHa7nUceeQSz2cz3v/99Tp8+zZw5c4iOjiYrK4vq6mp27NhBQEAAK1asAOD8+fOMHDkSkGMbruYghwOow0MNDsMFrad9A/j5+TFjxgz27dvH5MmTWbx4MRUVFRQVFVFRUcGBAwcYN24cu3btoqmpiQceeIDAwEBAnty/moMcDqAODzU4DBe048ZukEmTJrFhwwaeeOIJ0tLSyM/Px26309DQwOeff05raysDAwOX5VCQ6fFPc5AHNXiowWFYcNsXGaqML7/8UiQnJ4u//OUvl31msViU1zKvOdUc5EENHmpwkBktaN8Ejh49KpKTk8XmzZuV9xwOh/J6ODROzUEe1OChBgdZ0YL2TaKqqkokJyeLt99+29tFuWE0B3lQg4caHGREG/2/SaSmplJYWEhjY6O3i3LDaA7yoAYPNTjIiLbk7xYhVLDmVHOQBzV4qMFBBrSgraGhoTGM0IZHNDQ0NIYRWtDW0NDQGEZoQVtDQ0NjGKEFbQ0NDY1hhBa0NTQ0NIYRWtDW0NDQGEb8H5IHLQxah6f3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x310.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(idf,type='renko',hlines=[3080.,3091,3068],renko_params=dict(brick_size=1.85),figscale=0.75)\n",
    "\n",
    "mpf.plot(idf,type='pnf',hlines=[3080.,3091,3068],pointnfig_params=dict(box_size=3),figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(3112.0, 3140.0), [3158.68, 3187.1], [3049.7599999999998, 3077.2]]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hconfig= {'hlines': [3112.0, 3140.0, 3158.68, 3187.1, 3049.7599999999998, 3077.2], 'vlines': None, 'alines': None, 'tlines': None, 'colors': ['r', 'g', 'b', 'c', 'k', 'aqua'], 'linestyle': '-', 'linewidths': [2, 4, 6, 8, 10, 12]}\n",
      "hlines= [3112.0, 3140.0, 3158.68, 3187.1, 3049.7599999999998, 3077.2]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x517.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hlines=[(3112.0,3140.),[1.015*x for x in (3112.0,3140.)],[0.98*x for x in (3112.0,3140.)]]\n",
    "hlines\n",
    "hlines = [ x for sublist in hlines for x in sublist ]\n",
    "\n",
    "hlines = dict(hlines=hlines,linewidths=[2,4,6,8,10,12],colors=['r','g','b','c','k','aqua'])\n",
    "cvals = {}\n",
    "mpf.plot(daily,type='p&f',hlines=hlines,figscale=1.25,return_calculated_values=cvals)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'p&f_bricks': [3101.2885714285717],\n",
       " 'p&f_dates': [datetime.datetime(2019, 11, 6, 0, 0, tzinfo=datetime.timezone.utc)],\n",
       " 'p&f_size': 17.189285714285656,\n",
       " 'minx': -0.75,\n",
       " 'maxx': 0.75,\n",
       " 'miny': 3101.2885714285717,\n",
       " 'maxy': 3118.4778571428574}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "3101.2885714285717"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "3101.2885714285717"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cvals\n",
    "\n",
    "bs = cvals['p&f_bricks']\n",
    "type(bs)\n",
    "\n",
    "bs2 = [b for b in bs]\n",
    "bs == bs2\n",
    "\n",
    "min(bs2)\n",
    "max(bs2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
